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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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"},\n{\"asin\": \"B09B93T6CM\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:50.106Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:45:50.106Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:45:50.106Z
click
product_option
rule
2025-05-02T03:45:50.106Z
click
product_option
train
900
2025-05-02T03:45:50.106Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", 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"2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:45:50.106Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"},\n{\"asin\": \"B09B93T6CM\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:51.126Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:45:51.126Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:45:51.126Z
click
product_option
rule
2025-05-02T03:45:51.126Z
click
product_option
train
901
2025-05-02T03:45:51.126Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:45:51.126Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"},\n{\"asin\": \"B09B93T6CM\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:52.473Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:45:52.473Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:45:52.473Z
click
product_option
rule
2025-05-02T03:45:52.473Z
click
product_option
train
902
2025-05-02T03:45:52.473Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:45:52.473Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"},\n{\"asin\": \"B09B93T6CM\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:53.356Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:45:53.356Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:45:53.356Z
click
product_option
rule
2025-05-02T03:45:53.356Z
click
product_option
train
903
2025-05-02T03:45:53.356Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:45:53.356Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"},\n{\"asin\": \"B09B93T6CM\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:55.164Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:45:55.164Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:45:55.164Z
click
product_option
rule
2025-05-02T03:45:55.164Z
click
product_option
train
904
2025-05-02T03:45:55.164Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:45:55.164Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"},\n{\"asin\": \"B09B93T6CM\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:56.044Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": 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"2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:45:56.044Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:45:56.044Z
click
product_option
rule
2025-05-02T03:45:56.044Z
click
product_option
train
905
2025-05-02T03:45:56.044Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:45:56.044Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"},\n{\"asin\": \"B09B93T6CM\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:58.585Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:45:58.585Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:45:58.585Z
click
product_option
rule
2025-05-02T03:45:58.585Z
click
product_option
train
906
2025-05-02T03:45:58.585Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:45:58.585Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"},\n{\"asin\": \"B09B93T6CM\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:45:59.644Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:45:59.644Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:45:59.644Z
click
product_option
rule
2025-05-02T03:45:59.644Z
click
product_option
train
907
2025-05-02T03:45:59.644Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:45:59.644Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"},\n{\"asin\": \"B09B93T6CM\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:46:01.072Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": 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"2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:46:01.072Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:46:01.072Z
click
product_option
rule
2025-05-02T03:46:01.072Z
click
product_option
train
908
2025-05-02T03:46:01.072Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:46:01.072Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"},\n{\"asin\": \"B09B93T6CM\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection\", \"asin\": \"B0955M62LT\", \"price\": \"$172.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:46:04.177Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:46:04.177Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:46:04.177Z
click
product_option
rule
2025-05-02T03:46:04.177Z
click
product_option
train
909
2025-05-02T03:46:04.177Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Black Old Skool x Black Bandana Pattern Custom Handmade Shoes By Patch Collection", "asin": "B0955M62LT", "price": "$172.99", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:46:04.177Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"},\n{\"asin\": \"B09B93T6CM\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10\", \"asin\": \"B01N05QNMH\", \"price\": \"$60.71\", \"quantity\": \"\"},\n{\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:46:31.603Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10", "asin": "B01N05QNMH", "price": "$60.71", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:46:31.603Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:46:31.603Z
click
review
rule
2025-05-02T03:46:31.603Z
click
review
train
910
2025-05-02T03:46:31.603Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10", "asin": "B01N05QNMH", "price": "$60.71", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:46:31.603Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"},\n{\"asin\": \"B09B93T6CM\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10\", \"asin\": \"B01N05QNMH\", \"price\": \"$60.71\", \"quantity\": \"\"},\n{\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:46:39.640Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10", "asin": "B01N05QNMH", "price": "$60.71", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:46:39.640Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:46:39.640Z
click
product_option
rule
2025-05-02T03:46:39.640Z
click
product_option
train
911
2025-05-02T03:46:39.640Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10", "asin": "B01N05QNMH", "price": "$60.71", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:46:39.640Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"},\n{\"asin\": \"B09B93T6CM\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10\", \"asin\": \"B01N05QNMH\", \"price\": \"$60.71\", \"quantity\": \"\"},\n{\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)\", \"asin\": \"B0DJQQ8LHZ\", \"price\": \"$24.43\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:46:42.534Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10", "asin": "B01N05QNMH", "price": "$60.71", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:46:42.534Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:46:42.534Z
click
product_option
rule
2025-05-02T03:46:42.534Z
click
product_option
train
912
2025-05-02T03:46:42.534Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B09B93T6CM"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10", "asin": "B01N05QNMH", "price": "$60.71", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US6.5)", "asin": "B0DJQQ8LHZ", "price": "$24.43", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:46:42.534Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"},\n{\"asin\": \"B078W3J8RX\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$45.03\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)\", \"asin\": \"B08LSG5V7Z\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green\", \"asin\": \"B0DS1TJXKT\", \"price\": \"$29.40\", \"quantity\": \"\"},\n{\"title\": \"yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)\", \"asin\": \"B0CW14L7SF\", \"price\": \"$28.49\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:46:45.497Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"}, {"asin": "B078W3J8RX"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:46:45.497Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:46:45.497Z
click
product_option
rule
2025-05-02T03:46:45.497Z
click
product_option
train
913
2025-05-02T03:46:45.497Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"}, {"asin": "B078W3J8RX"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:46:45.497Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"},\n{\"asin\": \"B078W3J8RX\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$45.03\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)\", \"asin\": \"B08LSG5V7Z\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green\", \"asin\": \"B0DS1TJXKT\", \"price\": \"$29.40\", \"quantity\": \"\"},\n{\"title\": \"yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)\", \"asin\": \"B0CW14L7SF\", \"price\": \"$28.49\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:46:47.345Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"}, {"asin": "B078W3J8RX"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:46:47.345Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:46:47.345Z
click
product_option
rule
2025-05-02T03:46:47.345Z
click
product_option
train
914
2025-05-02T03:46:47.345Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"}, {"asin": "B078W3J8RX"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:46:47.345Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Unisex Adult Sport Low Sneakers\"},\n{\"price\": \"$70.00\"},\n{\"bullet_list\": \"Rubber sole Sole made with ETHOS-verified, regeneratively grown rubber, Cushioned collar, Logo patch at tongue Round toe\"},\n{\"asin\": \"B0D9HSZQNF\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Turtledove\"}],\n\"promotion_items\": [{\"title\": \"VEJA Men's Campo Sneaker, Chrome Free/Extra White/Khaki, 10\", \"asin\": \"B08L3H81TQ\", \"price\": \"$112.00\", \"quantity\": \"\"},\n{\"title\": \"Veja Women's Campo Sneakers, Extra White/Khaki, 5 Medium US\", \"asin\": \"B08L3HVDMD\", \"price\": \"$160.00\", \"quantity\": \"\"},\n{\"title\": \"Men's Mercurial Vapor II SG Football Boots\", \"asin\": \"B0DJL9ZF3W\", \"price\": \"$95.06\", \"quantity\": \"\"},\n{\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n{\"title\": \"Superga Unisex 2750 Cotu Classic Sneaker,White,37 EU (Women's 6.5 M US/Men's 5 M)\", \"asin\": \"B001GIP19K\", \"price\": \"$52.50\", \"quantity\": \"\"},\n{\"title\": \"Reebok Unisex Court Advance Sneaker, Core Black/Footwear White Gum, 11.5 US Men\", \"asin\": \"B09ZJKCSGK\", \"price\": \"$45.07\", \"quantity\": \"\"},\n{\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex Slip-On Stackform Sneaker, Marshmallow/Turtledove 1, 9.5 US Men\", \"asin\": \"B0CDJ9QH4C\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(green08.5)\", \"asin\": \"B0C4YGY9BN\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Reebok Men's Club C 85 Tennis Fashion-Sneakers, White/Navy Blue, 9.5\", \"asin\": \"B01GRV5GXQ\", \"price\": \"$72.11\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"VANS Classic Slip Ons Skate Shoes Sneakers Canvas Surf True White 8 Men 9.5 Women\", \"asin\": \"B000K7FTTK\", \"price\": \"$55.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU\", \"asin\": \"B0020MMHBG\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Men's Sneakers Gymnastics Shoe, True White, 11 AU\", \"asin\": \"B07D3WHXWL\", \"price\": \"$55.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:47:14.578Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": 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"2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Unisex Adult Sport Low Sneakers"}, {"price": "$70.00"}, {"bullet_list": "Rubber sole Sole made with ETHOS-verified, regeneratively grown rubber, Cushioned collar, Logo patch at tongue Round toe"}, {"asin": "B0D9HSZQNF"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Turtledove"}], "promotion_items": [{"title": "VEJA Men's Campo Sneaker, Chrome Free/Extra White/Khaki, 10", "asin": "B08L3H81TQ", "price": "$112.00", "quantity": ""}, {"title": "Veja Women's Campo Sneakers, Extra White/Khaki, 5 Medium US", "asin": "B08L3HVDMD", "price": "$160.00", "quantity": ""}, {"title": "Men's Mercurial Vapor II SG Football Boots", "asin": "B0DJL9ZF3W", "price": "$95.06", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Superga Unisex 2750 Cotu Classic Sneaker,White,37 EU (Women's 6.5 M US/Men's 5 M)", "asin": "B001GIP19K", "price": "$52.50", "quantity": ""}, {"title": "Reebok Unisex Court Advance Sneaker, Core Black/Footwear White Gum, 11.5 US Men", "asin": "B09ZJKCSGK", "price": "$45.07", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Vans Unisex Slip-On Stackform Sneaker, Marshmallow/Turtledove 1, 9.5 US Men", "asin": "B0CDJ9QH4C", "price": "$70.00", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(green08.5)", "asin": "B0C4YGY9BN", "price": "$24.69", "quantity": ""}, {"title": "Reebok Men's Club C 85 Tennis Fashion-Sneakers, White/Navy Blue, 9.5", "asin": "B01GRV5GXQ", "price": "$72.11", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "VANS Classic Slip Ons Skate Shoes Sneakers Canvas Surf True White 8 Men 9.5 Women", "asin": "B000K7FTTK", "price": "$55.00", "quantity": ""}, {"title": "Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU", "asin": "B0020MMHBG", "price": "$70.00", "quantity": ""}, {"title": "Vans Men's Sneakers Gymnastics Shoe, True White, 11 AU", "asin": "B07D3WHXWL", "price": "$55.00", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:47:14.578Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:47:14.578Z
click
product_option
rule
2025-05-02T03:47:14.578Z
click
product_option
train
915
2025-05-02T03:47:14.578Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Unisex Adult Sport Low Sneakers"}, {"price": "$70.00"}, {"bullet_list": "Rubber sole Sole made with ETHOS-verified, regeneratively grown rubber, Cushioned collar, Logo patch at tongue Round toe"}, {"asin": "B0D9HSZQNF"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Turtledove"}], "promotion_items": [{"title": "VEJA Men's Campo Sneaker, Chrome Free/Extra White/Khaki, 10", "asin": "B08L3H81TQ", "price": "$112.00", "quantity": ""}, {"title": "Veja Women's Campo Sneakers, Extra White/Khaki, 5 Medium US", "asin": "B08L3HVDMD", "price": "$160.00", "quantity": ""}, {"title": "Men's Mercurial Vapor II SG Football Boots", "asin": "B0DJL9ZF3W", "price": "$95.06", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Superga Unisex 2750 Cotu Classic Sneaker,White,37 EU (Women's 6.5 M US/Men's 5 M)", "asin": "B001GIP19K", "price": "$52.50", "quantity": ""}, {"title": "Reebok Unisex Court Advance Sneaker, Core Black/Footwear White Gum, 11.5 US Men", "asin": "B09ZJKCSGK", "price": "$45.07", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Vans Unisex Slip-On Stackform Sneaker, Marshmallow/Turtledove 1, 9.5 US Men", "asin": "B0CDJ9QH4C", "price": "$70.00", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(green08.5)", "asin": "B0C4YGY9BN", "price": "$24.69", "quantity": ""}, {"title": "Reebok Men's Club C 85 Tennis Fashion-Sneakers, White/Navy Blue, 9.5", "asin": "B01GRV5GXQ", "price": "$72.11", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "VANS Classic Slip Ons Skate Shoes Sneakers Canvas Surf True White 8 Men 9.5 Women", "asin": "B000K7FTTK", "price": "$55.00", "quantity": ""}, {"title": "Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU", "asin": "B0020MMHBG", "price": "$70.00", "quantity": ""}, {"title": "Vans Men's Sneakers Gymnastics Shoe, True White, 11 AU", "asin": "B07D3WHXWL", "price": "$55.00", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:47:14.578Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Unisex Adult Sport Low Sneakers\"},\n{\"price\": \"$70.00\"},\n{\"asin\": \"B0D98SR5F8\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"13 Women/11.5 Men\"},\n{\"Color\": \"Turtledove\"}],\n\"promotion_items\": [{\"title\": \"Womens Walking Sneakers Fashion Trainers Running Tennis Shoes Athletic Sport Jogging Gym Breathable Soft Sole Work Shoes Beige 7\", \"asin\": \"B0B4MM8CGX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Reebok Unisex Glide Sneaker, Chalk/Classic Beige/Soft Blue, 10.5 US Women\", \"asin\": \"B0CQXWRGDM\", \"price\": \"$49.00\", \"quantity\": \"\"},\n{\"title\": \"Men's Mercurial Vapor II SG Football Boots\", \"asin\": \"B0DJL9ZF3W\", \"price\": \"$95.06\", \"quantity\": \"\"},\n{\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n{\"title\": \"VEJA Men's Campo Sneaker, Chrome Free/Extra White/Khaki, 10\", \"asin\": \"B08L3H81TQ\", \"price\": \"$112.00\", \"quantity\": \"\"},\n{\"title\": \"Veja Women's Campo Sneakers, Extra White/Khaki, 5 Medium US\", \"asin\": \"B08L3HVDMD\", \"price\": \"$160.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Men's Sneakers Gymnastics Shoe, True White, 11 AU\", \"asin\": \"B07D3WHXWL\", \"price\": \"$55.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex Slip-On Stackform Sneaker, Marshmallow/Turtledove 1, 9.5 US Men\", \"asin\": \"B0CDJ9QH4C\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(Wine red09.5)\", \"asin\": \"B0C4YFWPVG\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU\", \"asin\": \"B0020MMHBG\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"VANS Classic Slip Ons Skate Shoes Sneakers Canvas Surf True White 8 Men 9.5 Women\", \"asin\": \"B000K7FTTK\", \"price\": \"$55.00\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes For Men | Everyday Men Footwear, White, 7.5\", \"asin\": \"B07PNJKWCJ\", \"price\": \"$24.98\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex Low Top Trainers, Black/Black, 14 US Men\", \"asin\": \"B000NSKN24\", \"price\": \"$85.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Men's Bearcat Trainer, Burgundy, US:5.5\", \"asin\": \"B001DCZAPO\", \"price\": \"$55.00\", \"quantity\": \"\"},\n{\"title\": \"Kizik Athens White Wide M11 / W12.5 Slip-On Sneakers, Casual Shoes for Women and Men, Comfortable Womens and Mens Shoes for Work, Walking, The Office, and More, Womens and Mens Slip on Sneakers\", \"asin\": \"B0BZTDLB1R\", \"price\": \"$129.00\", \"quantity\": \"\"},\n{\"title\": \"Veja Women Volley Sneakers White - Pekin - bark 5 US\", \"asin\": \"B0CYJYQ39X\", \"price\": \"$145.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU\", \"asin\": \"B0020MMHBG\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"Reebok Men's Club C 85 Tennis Sneaker, White/Green, 7\", \"asin\": \"B01GRV73WI\", \"price\": \"$59.97\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(Canvas navy09.5)\", \"asin\": \"B09MKC69BQ\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Vans Men's Sneakers Gymnastics Shoe, True White, 11 AU\", \"asin\": \"B07D3WHXWL\", \"price\": \"$55.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU\", \"asin\": \"B0020MMHBG\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"VANS Classic Slip Ons Skate Shoes Sneakers Canvas Surf True White 8 Men 9.5 Women\", \"asin\": \"B000K7FTTK\", \"price\": \"$55.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex Slip-On Stackform Sneaker, Marshmallow/Turtledove 1, 9 US Men\", \"asin\": \"B0CDJH9W3Q\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men\", \"asin\": \"B0D98RH275\", \"price\": \"$85.00\", \"quantity\": \"\"},\n{\"title\": \"Obtaom Slip On Shoes Canvas Slip On Sneakers Comfy Arch Support Loafers Casual Canvas Fashion Sneaker(Pink,12 Women/10 Men)\", \"asin\": \"B0D66ZC1XR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"GOTTA FLURT Women's Classic II Canvas Casual Sneaker (Grey, Numeric_8)\", \"asin\": \"B01C4A9GJE\", \"price\": \"$22.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:47:33.695Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Unisex Adult Sport Low Sneakers"}, {"price": "$70.00"}, {"asin": "B0D98SR5F8"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "13 Women/11.5 Men"}, {"Color": "Turtledove"}], "promotion_items": [{"title": "Womens Walking Sneakers Fashion Trainers Running Tennis Shoes Athletic Sport Jogging Gym Breathable Soft Sole Work Shoes Beige 7", "asin": "B0B4MM8CGX", "price": "$29.99", "quantity": ""}, {"title": "Reebok Unisex Glide Sneaker, Chalk/Classic Beige/Soft Blue, 10.5 US Women", "asin": "B0CQXWRGDM", "price": "$49.00", "quantity": ""}, {"title": "Men's Mercurial Vapor II SG Football Boots", "asin": "B0DJL9ZF3W", "price": "$95.06", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "VEJA Men's Campo Sneaker, Chrome Free/Extra White/Khaki, 10", "asin": "B08L3H81TQ", "price": "$112.00", "quantity": ""}, {"title": "Veja Women's Campo Sneakers, Extra White/Khaki, 5 Medium US", "asin": "B08L3HVDMD", "price": "$160.00", "quantity": ""}, {"title": "Vans Men's Sneakers Gymnastics Shoe, True White, 11 AU", "asin": "B07D3WHXWL", "price": "$55.00", "quantity": ""}, {"title": "Vans Unisex Slip-On Stackform Sneaker, Marshmallow/Turtledove 1, 9.5 US Men", "asin": "B0CDJ9QH4C", "price": "$70.00", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(Wine red09.5)", "asin": "B0C4YFWPVG", "price": "$24.69", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU", "asin": "B0020MMHBG", "price": "$70.00", "quantity": ""}, {"title": "VANS Classic Slip Ons Skate Shoes Sneakers Canvas Surf True White 8 Men 9.5 Women", "asin": "B000K7FTTK", "price": "$55.00", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes For Men | Everyday Men Footwear, White, 7.5", "asin": "B07PNJKWCJ", "price": "$24.98", "quantity": ""}, {"title": "Vans Unisex Low Top Trainers, Black/Black, 14 US Men", "asin": "B000NSKN24", "price": "$85.00", "quantity": ""}, {"title": "Vans Men's Bearcat Trainer, Burgundy, US:5.5", "asin": "B001DCZAPO", "price": "$55.00", "quantity": ""}, {"title": "Kizik Athens White Wide M11 / W12.5 Slip-On Sneakers, Casual Shoes for Women and Men, Comfortable Womens and Mens Shoes for Work, Walking, The Office, and More, Womens and Mens Slip on Sneakers", "asin": "B0BZTDLB1R", "price": "$129.00", "quantity": ""}, {"title": "Veja Women Volley Sneakers White - Pekin - bark 5 US", "asin": "B0CYJYQ39X", "price": "$145.00", "quantity": ""}, {"title": "Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU", "asin": "B0020MMHBG", "price": "$70.00", "quantity": ""}, {"title": "Reebok Men's Club C 85 Tennis Sneaker, White/Green, 7", "asin": "B01GRV73WI", "price": "$59.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(Canvas navy09.5)", "asin": "B09MKC69BQ", "price": "$24.69", "quantity": ""}, {"title": "Vans Men's Sneakers Gymnastics Shoe, True White, 11 AU", "asin": "B07D3WHXWL", "price": "$55.00", "quantity": ""}, {"title": "Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU", "asin": "B0020MMHBG", "price": "$70.00", "quantity": ""}, {"title": "VANS Classic Slip Ons Skate Shoes Sneakers Canvas Surf True White 8 Men 9.5 Women", "asin": "B000K7FTTK", "price": "$55.00", "quantity": ""}, {"title": "Vans Unisex Slip-On Stackform Sneaker, Marshmallow/Turtledove 1, 9 US Men", "asin": "B0CDJH9W3Q", "price": "$70.00", "quantity": ""}, {"title": "Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men", "asin": "B0D98RH275", "price": "$85.00", "quantity": ""}, {"title": "Obtaom Slip On Shoes Canvas Slip On Sneakers Comfy Arch Support Loafers Casual Canvas Fashion Sneaker(Pink,12 Women/10 Men)", "asin": "B0D66ZC1XR", "price": "$25.99", "quantity": ""}, {"title": "GOTTA FLURT Women's Classic II Canvas Casual Sneaker (Grey, Numeric_8)", "asin": "B01C4A9GJE", "price": "$22.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:47:33.695Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:47:33.695Z
click
page_related
rule
2025-05-02T03:47:33.695Z
click
page_related
train
916
2025-05-02T03:47:33.695Z
click
page_related
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Unisex Adult Sport Low Sneakers"}, {"price": "$70.00"}, {"asin": "B0D98SR5F8"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "13 Women/11.5 Men"}, {"Color": "Turtledove"}], "promotion_items": [{"title": "Womens Walking Sneakers Fashion Trainers Running Tennis Shoes Athletic Sport Jogging Gym Breathable Soft Sole Work Shoes Beige 7", "asin": "B0B4MM8CGX", "price": "$29.99", "quantity": ""}, {"title": "Reebok Unisex Glide Sneaker, Chalk/Classic Beige/Soft Blue, 10.5 US Women", "asin": "B0CQXWRGDM", "price": "$49.00", "quantity": ""}, {"title": "Men's Mercurial Vapor II SG Football Boots", "asin": "B0DJL9ZF3W", "price": "$95.06", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "VEJA Men's Campo Sneaker, Chrome Free/Extra White/Khaki, 10", "asin": "B08L3H81TQ", "price": "$112.00", "quantity": ""}, {"title": "Veja Women's Campo Sneakers, Extra White/Khaki, 5 Medium US", "asin": "B08L3HVDMD", "price": "$160.00", "quantity": ""}, {"title": "Vans Men's Sneakers Gymnastics Shoe, True White, 11 AU", "asin": "B07D3WHXWL", "price": "$55.00", "quantity": ""}, {"title": "Vans Unisex Slip-On Stackform Sneaker, Marshmallow/Turtledove 1, 9.5 US Men", "asin": "B0CDJ9QH4C", "price": "$70.00", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(Wine red09.5)", "asin": "B0C4YFWPVG", "price": "$24.69", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU", "asin": "B0020MMHBG", "price": "$70.00", "quantity": ""}, {"title": "VANS Classic Slip Ons Skate Shoes Sneakers Canvas Surf True White 8 Men 9.5 Women", "asin": "B000K7FTTK", "price": "$55.00", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes For Men | Everyday Men Footwear, White, 7.5", "asin": "B07PNJKWCJ", "price": "$24.98", "quantity": ""}, {"title": "Vans Unisex Low Top Trainers, Black/Black, 14 US Men", "asin": "B000NSKN24", "price": "$85.00", "quantity": ""}, {"title": "Vans Men's Bearcat Trainer, Burgundy, US:5.5", "asin": "B001DCZAPO", "price": "$55.00", "quantity": ""}, {"title": "Kizik Athens White Wide M11 / W12.5 Slip-On Sneakers, Casual Shoes for Women and Men, Comfortable Womens and Mens Shoes for Work, Walking, The Office, and More, Womens and Mens Slip on Sneakers", "asin": "B0BZTDLB1R", "price": "$129.00", "quantity": ""}, {"title": "Veja Women Volley Sneakers White - Pekin - bark 5 US", "asin": "B0CYJYQ39X", "price": "$145.00", "quantity": ""}, {"title": "Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU", "asin": "B0020MMHBG", "price": "$70.00", "quantity": ""}, {"title": "Reebok Men's Club C 85 Tennis Sneaker, White/Green, 7", "asin": "B01GRV73WI", "price": "$59.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(Canvas navy09.5)", "asin": "B09MKC69BQ", "price": "$24.69", "quantity": ""}, {"title": "Vans Men's Sneakers Gymnastics Shoe, True White, 11 AU", "asin": "B07D3WHXWL", "price": "$55.00", "quantity": ""}, {"title": "Vans Unisex's Gymnastics Shoes Sneaker, White True White, 37 EU", "asin": "B0020MMHBG", "price": "$70.00", "quantity": ""}, {"title": "VANS Classic Slip Ons Skate Shoes Sneakers Canvas Surf True White 8 Men 9.5 Women", "asin": "B000K7FTTK", "price": "$55.00", "quantity": ""}, {"title": "Vans Unisex Slip-On Stackform Sneaker, Marshmallow/Turtledove 1, 9 US Men", "asin": "B0CDJH9W3Q", "price": "$70.00", "quantity": ""}, {"title": "Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men", "asin": "B0D98RH275", "price": "$85.00", "quantity": ""}, {"title": "Obtaom Slip On Shoes Canvas Slip On Sneakers Comfy Arch Support Loafers Casual Canvas Fashion Sneaker(Pink,12 Women/10 Men)", "asin": "B0D66ZC1XR", "price": "$25.99", "quantity": ""}, {"title": "GOTTA FLURT Women's Classic II Canvas Casual Sneaker (Grey, Numeric_8)", "asin": "B01C4A9GJE", "price": "$22.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:47:33.695Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"},\n{\"asin\": \"B0D6BYTC13\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men\", \"asin\": \"B0D9HSZQNF\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)\", \"asin\": \"B0CP721HJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Men's Bearcat Trainer, Burgundy, US:5.5\", \"asin\": \"B001DCZAPO\", \"price\": \"$55.00\", \"quantity\": \"\"},\n{\"title\": \"Women's Play Fashion Sneaker White Linen and Leopard Canvas Slip on Shoes (Grey US9)\", \"asin\": \"B08GF9CCTK\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Womens White Canvas Sneakers Low Top Slip on Shoes Lightweight Casual Tennis Shoes(Full Black.US7)\", \"asin\": \"B0B63JH2XT\", \"price\": \"$18.49\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:47:38.376Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": 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"2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men", "asin": "B0D9HSZQNF", "price": "$70.00", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)", "asin": "B0CP721HJR", "price": "$21.99", "quantity": ""}, {"title": "Vans Men's Bearcat Trainer, Burgundy, US:5.5", "asin": "B001DCZAPO", "price": "$55.00", "quantity": ""}, {"title": "Women's Play Fashion Sneaker White Linen and Leopard Canvas Slip on Shoes (Grey US9)", "asin": "B08GF9CCTK", "price": "$23.99", "quantity": ""}, {"title": "Womens White Canvas Sneakers Low Top Slip on Shoes Lightweight Casual Tennis Shoes(Full Black.US7)", "asin": "B0B63JH2XT", "price": "$18.49", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:47:38.376Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:47:38.376Z
click
page_related
rule
2025-05-02T03:47:38.376Z
click
page_related
train
917
2025-05-02T03:47:38.376Z
click
page_related
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Vans Sport Low Sneakers, Turtledove, Off White, 9.5 US Women/8 US Men", "asin": "B0D9HSZQNF", "price": "$70.00", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,6.5)", "asin": "B0CP721HJR", "price": "$21.99", "quantity": ""}, {"title": "Vans Men's Bearcat Trainer, Burgundy, US:5.5", "asin": "B001DCZAPO", "price": "$55.00", "quantity": ""}, {"title": "Women's Play Fashion Sneaker White Linen and Leopard Canvas Slip on Shoes (Grey US9)", "asin": "B08GF9CCTK", "price": "$23.99", "quantity": ""}, {"title": "Womens White Canvas Sneakers Low Top Slip on Shoes Lightweight Casual Tennis Shoes(Full Black.US7)", "asin": "B0B63JH2XT", "price": "$18.49", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:47:38.376Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"},\n{\"asin\": \"B0D6BYTC13\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men\", \"asin\": \"B0D98RH275\", \"price\": \"$85.00\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5\", \"asin\": \"B0BK93G7SV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Cull4U Women's Classic Slip On Trainer Shoes (8.5 M US,Leopard)\", \"asin\": \"B08KLPY964\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Mens 106 Vulcanized Dress Blues/Black Men's 4, Women's 5.5 Medium\", \"asin\": \"B0059BSQL0\", \"price\": \"$43.75\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5\", \"asin\": \"B0CHQLXJ1R\", \"price\": \"$69.90\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:47:43.156Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men", "asin": "B0D98RH275", "price": "$85.00", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5", "asin": "B0BK93G7SV", "price": "$25.99", "quantity": ""}, {"title": "Cull4U Women's Classic Slip On Trainer Shoes (8.5 M US,Leopard)", "asin": "B08KLPY964", "price": "$26.99", "quantity": ""}, {"title": "Vans Mens 106 Vulcanized Dress Blues/Black Men's 4, Women's 5.5 Medium", "asin": "B0059BSQL0", "price": "$43.75", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:47:43.156Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:47:43.156Z
click
page_related
rule
2025-05-02T03:47:43.156Z
click
page_related
train
918
2025-05-02T03:47:43.156Z
click
page_related
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Vans Unisex Lowland 2.0 Sneaker, Tri-Tone Green/Grey, 10 US Men", "asin": "B0D98RH275", "price": "$85.00", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Black Shoes Loafers for Women Fashion Red Sneaker Shoes(Red,US5.5", "asin": "B0BK93G7SV", "price": "$25.99", "quantity": ""}, {"title": "Cull4U Women's Classic Slip On Trainer Shoes (8.5 M US,Leopard)", "asin": "B08KLPY964", "price": "$26.99", "quantity": ""}, {"title": "Vans Mens 106 Vulcanized Dress Blues/Black Men's 4, Women's 5.5 Medium", "asin": "B0059BSQL0", "price": "$43.75", "quantity": ""}, {"title": "Vans Unisex Old Skool, Light Brown, 7.5 Women/6 Men, Light Brown, 6-7.5", "asin": "B0CHQLXJ1R", "price": "$69.90", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:47:43.156Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"},\n{\"asin\": \"B0D6BYTC13\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Converse Chuck 70 Low Unisex Sneaker's, Prism Green/Egret/Black, Size 3M/5W\", \"asin\": \"B0DHW63QMY\", \"price\": \"$79.97\", \"quantity\": \"\"},\n{\"title\": \"Converse Chuck Taylor All Star High Unisex Sneakers, Amber Brew/White/Black, Size 4.5M/6.5W\", \"asin\": \"B0DN7N5XM5\", \"price\": \"$99.97\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex Sk8-hi Hi-Top Trainers, Black Black WHI, 8 US\", \"asin\": \"B07822SSYM\", \"price\": \"$75.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Sentry Sk8-Hi Unisex Shoes Size 8.5, Color: Dusty Rose\", \"asin\": \"B09MZ2RYQK\", \"price\": \"$69.05\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:47:45.043Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Converse Chuck 70 Low Unisex Sneaker's, Prism Green/Egret/Black, Size 3M/5W", "asin": "B0DHW63QMY", "price": "$79.97", "quantity": ""}, {"title": "Converse Chuck Taylor All Star High Unisex Sneakers, Amber Brew/White/Black, Size 4.5M/6.5W", "asin": "B0DN7N5XM5", "price": "$99.97", "quantity": ""}, {"title": "Vans Unisex Sk8-hi Hi-Top Trainers, Black Black WHI, 8 US", "asin": "B07822SSYM", "price": "$75.00", "quantity": ""}, {"title": "Vans Sentry Sk8-Hi Unisex Shoes Size 8.5, Color: Dusty Rose", "asin": "B09MZ2RYQK", "price": "$69.05", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:47:45.043Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:47:45.043Z
click
page_related
rule
2025-05-02T03:47:45.043Z
click
page_related
train
919
2025-05-02T03:47:45.043Z
click
page_related
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Converse Chuck 70 Low Unisex Sneaker's, Prism Green/Egret/Black, Size 3M/5W", "asin": "B0DHW63QMY", "price": "$79.97", "quantity": ""}, {"title": "Converse Chuck Taylor All Star High Unisex Sneakers, Amber Brew/White/Black, Size 4.5M/6.5W", "asin": "B0DN7N5XM5", "price": "$99.97", "quantity": ""}, {"title": "Vans Unisex Sk8-hi Hi-Top Trainers, Black Black WHI, 8 US", "asin": "B07822SSYM", "price": "$75.00", "quantity": ""}, {"title": "Vans Sentry Sk8-Hi Unisex Shoes Size 8.5, Color: Dusty Rose", "asin": "B09MZ2RYQK", "price": "$69.05", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:47:45.043Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"},\n{\"asin\": \"B0D6BYTC13\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk08)\", \"asin\": \"B0B3QLJ3ZS\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Vans Sentry Sk8-Hi Unisex Shoes Size 8, Color: Dusty Rose\", \"asin\": \"B0CHQPCZDY\", \"price\": \"$69.05\", \"quantity\": \"\"},\n{\"title\": \"Vans Iso 1.5 Mesh Unisex Shoes Size 7, Color: Pink\", \"asin\": \"B08DZBPJ73\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex's Low-Top Trainers, White Classic True Vnvng, 38/39\", \"asin\": \"B07H5N5V6Y\", \"price\": \"$54.76\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:47:48.295Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk08)", "asin": "B0B3QLJ3ZS", "price": "$24.69", "quantity": ""}, {"title": "Vans Sentry Sk8-Hi Unisex Shoes Size 8, Color: Dusty Rose", "asin": "B0CHQPCZDY", "price": "$69.05", "quantity": ""}, {"title": "Vans Iso 1.5 Mesh Unisex Shoes Size 7, Color: Pink", "asin": "B08DZBPJ73", "price": "$55.06", "quantity": ""}, {"title": "Vans Unisex's Low-Top Trainers, White Classic True Vnvng, 38/39", "asin": "B07H5N5V6Y", "price": "$54.76", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:47:48.295Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:47:48.295Z
click
page_related
rule
2025-05-02T03:47:48.295Z
click
page_related
train
920
2025-05-02T03:47:48.295Z
click
page_related
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk08)", "asin": "B0B3QLJ3ZS", "price": "$24.69", "quantity": ""}, {"title": "Vans Sentry Sk8-Hi Unisex Shoes Size 8, Color: Dusty Rose", "asin": "B0CHQPCZDY", "price": "$69.05", "quantity": ""}, {"title": "Vans Iso 1.5 Mesh Unisex Shoes Size 7, Color: Pink", "asin": "B08DZBPJ73", "price": "$55.06", "quantity": ""}, {"title": "Vans Unisex's Low-Top Trainers, White Classic True Vnvng, 38/39", "asin": "B07H5N5V6Y", "price": "$54.76", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:47:48.295Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"},\n{\"asin\": \"B0D6BYTC13\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Obtaom Women Platform Canvas Sneakers White Comfort Play Fashion Sneakers Casual Lift Platform Lace Up Shoes Cute Low Top Walking Shoes for Lady(Black,US7)\", \"asin\": \"B0C859B12S\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"ZGR Mens Classic Casual Shoes,Lace-up Fashion Sneakers,Low Top Canvas Shoes for Men(White.US9.5)\", \"asin\": \"B0CNGZXHBM\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"SERNIAL Women's White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US7)\", \"asin\": \"B0BW8MDTGY\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"Vans Men's Slip On Trainers, Off White Canvas Gold Heart Q5f, 6.5\", \"asin\": \"B078W2RHBY\", \"price\": \"$49.53\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:47:54.777Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} 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"2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Obtaom Women Platform Canvas Sneakers White Comfort Play Fashion Sneakers Casual Lift Platform Lace Up Shoes Cute Low Top Walking Shoes for Lady(Black,US7)", "asin": "B0C859B12S", "price": "$25.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "ZGR Mens Classic Casual Shoes,Lace-up Fashion Sneakers,Low Top Canvas Shoes for Men(White.US9.5)", "asin": "B0CNGZXHBM", "price": "$23.99", "quantity": ""}, {"title": "SERNIAL Women's White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US7)", "asin": "B0BW8MDTGY", "price": "$23.39", "quantity": ""}, {"title": "Vans Men's Slip On Trainers, Off White Canvas Gold Heart Q5f, 6.5", "asin": "B078W2RHBY", "price": "$49.53", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:47:54.777Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:47:54.777Z
click
page_related
rule
2025-05-02T03:47:54.777Z
click
page_related
train
921
2025-05-02T03:47:54.777Z
click
page_related
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Obtaom Women Platform Canvas Sneakers White Comfort Play Fashion Sneakers Casual Lift Platform Lace Up Shoes Cute Low Top Walking Shoes for Lady(Black,US7)", "asin": "B0C859B12S", "price": "$25.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "ZGR Mens Classic Casual Shoes,Lace-up Fashion Sneakers,Low Top Canvas Shoes for Men(White.US9.5)", "asin": "B0CNGZXHBM", "price": "$23.99", "quantity": ""}, {"title": "SERNIAL Women's White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US7)", "asin": "B0BW8MDTGY", "price": "$23.39", "quantity": ""}, {"title": "Vans Men's Slip On Trainers, Off White Canvas Gold Heart Q5f, 6.5", "asin": "B078W2RHBY", "price": "$49.53", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:47:54.777Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"},\n{\"asin\": \"B0D6BYTC13\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)\", \"asin\": \"B0BX9PB1YK\", \"price\": \"$50.22\", \"quantity\": \"\"},\n{\"title\": \"Vans Men's Slip On Trainers, Off White Canvas Gold Heart Q5f, 9.5\", \"asin\": \"B078W3P2PR\", \"price\": \"$49.53\", \"quantity\": \"\"},\n{\"title\": \"adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9\", \"asin\": \"B0CKMMJWXL\", \"price\": \"$54.45\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex-Adult Era\\u00bf Core Classics, Black/Teal, 3.5 UK, Black Teal, 4.5\", \"asin\": \"B09SP9Y6XB\", \"price\": \"$58.33\", \"quantity\": \"\"},\n{\"title\": \"Vaneli Women's Qerene Sneaker, Black Suede, 11\", \"asin\": \"B0CW7CNT4H\", \"price\": \"$174.95\", \"quantity\": \"\"},\n{\"title\": \"Vintage Style Street-Inspired Men's Canvas Skate Shoes - Distressed Solid Color Lace-Up Low Top Sneakers for Casual, Daily Wear - All-season Fabric Lined Rubber Sole Skateboarding Shoes with Round Toe (Army Green,7.5)\", \"asin\": \"B0DPL6KFHQ\", \"price\": \"$52.88\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:18.313Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": 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"2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Men's Slip On Trainers, Off White Canvas Gold Heart Q5f, 9.5", "asin": "B078W3P2PR", "price": "$49.53", "quantity": ""}, {"title": "adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9", "asin": "B0CKMMJWXL", "price": "$54.45", "quantity": ""}, {"title": "Vans Unisex-Adult Era\u00bf Core Classics, Black/Teal, 3.5 UK, Black Teal, 4.5", "asin": "B09SP9Y6XB", "price": "$58.33", "quantity": ""}, {"title": "Vaneli Women's Qerene Sneaker, Black Suede, 11", "asin": "B0CW7CNT4H", "price": "$174.95", "quantity": ""}, {"title": "Vintage Style Street-Inspired Men's Canvas Skate Shoes - Distressed Solid Color Lace-Up Low Top Sneakers for Casual, Daily Wear - All-season Fabric Lined Rubber Sole Skateboarding Shoes with Round Toe (Army Green,7.5)", "asin": "B0DPL6KFHQ", "price": "$52.88", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:18.313Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:48:18.313Z
click
page_related
rule
2025-05-02T03:48:18.313Z
click
page_related
train
922
2025-05-02T03:48:18.313Z
click
page_related
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Vans, Classics Low-Top Trainers (Black/White Checkers,13 Men's)", "asin": "B0BX9PB1YK", "price": "$50.22", "quantity": ""}, {"title": "Vans Men's Slip On Trainers, Off White Canvas Gold Heart Q5f, 9.5", "asin": "B078W3P2PR", "price": "$49.53", "quantity": ""}, {"title": "adidas Men's Vl Court 3.0 Sneaker, Preloved Green/Black/Off White, 9", "asin": "B0CKMMJWXL", "price": "$54.45", "quantity": ""}, {"title": "Vans Unisex-Adult Era\u00bf Core Classics, Black/Teal, 3.5 UK, Black Teal, 4.5", "asin": "B09SP9Y6XB", "price": "$58.33", "quantity": ""}, {"title": "Vaneli Women's Qerene Sneaker, Black Suede, 11", "asin": "B0CW7CNT4H", "price": "$174.95", "quantity": ""}, {"title": "Vintage Style Street-Inspired Men's Canvas Skate Shoes - Distressed Solid Color Lace-Up Low Top Sneakers for Casual, Daily Wear - All-season Fabric Lined Rubber Sole Skateboarding Shoes with Round Toe (Army Green,7.5)", "asin": "B0DPL6KFHQ", "price": "$52.88", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:18.313Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"},\n{\"asin\": \"B0D6BYTC13\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US8\", \"asin\": \"B09YLQWKML\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Cull4U Women's Laid Back Low-Top Sneaker Shoe (7.5 M US,Black)\", \"asin\": \"B089P13PFX\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Men's Modern, Black Teal, 5.5\", \"asin\": \"B09SNZRJYC\", \"price\": \"$58.33\", \"quantity\": \"\"},\n{\"title\": \"SERNIAL Women's White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8)\", \"asin\": \"B0BW8KKPQH\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"Vans Women's Hi-Top Trainers, Real White, 11 Women/9.5 Men, 8.5/10 UK, 10 UK Men/8.5 UK Women\", \"asin\": \"B0CHQLZ1N9\", \"price\": \"$63.69\", \"quantity\": \"\"},\n{\"title\": \"Vans Sk8-Hi Unisex Shoes Size 4.5, Color: Mix/True White\", \"asin\": \"B096FHQ21C\", \"price\": \"$55.65\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:19.825Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US8", "asin": "B09YLQWKML", "price": "$19.99", "quantity": ""}, {"title": "Cull4U Women's Laid Back Low-Top Sneaker Shoe (7.5 M US,Black)", "asin": "B089P13PFX", "price": "$26.99", "quantity": ""}, {"title": "Vans Men's Modern, Black Teal, 5.5", "asin": "B09SNZRJYC", "price": "$58.33", "quantity": ""}, {"title": "SERNIAL Women's White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8)", "asin": "B0BW8KKPQH", "price": "$23.39", "quantity": ""}, {"title": "Vans Women's Hi-Top Trainers, Real White, 11 Women/9.5 Men, 8.5/10 UK, 10 UK Men/8.5 UK Women", "asin": "B0CHQLZ1N9", "price": "$63.69", "quantity": ""}, {"title": "Vans Sk8-Hi Unisex Shoes Size 4.5, Color: Mix/True White", "asin": "B096FHQ21C", "price": "$55.65", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:19.825Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:48:19.825Z
click
page_related
rule
2025-05-02T03:48:19.825Z
click
page_related
train
923
2025-05-02T03:48:19.825Z
click
page_related
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US8", "asin": "B09YLQWKML", "price": "$19.99", "quantity": ""}, {"title": "Cull4U Women's Laid Back Low-Top Sneaker Shoe (7.5 M US,Black)", "asin": "B089P13PFX", "price": "$26.99", "quantity": ""}, {"title": "Vans Men's Modern, Black Teal, 5.5", "asin": "B09SNZRJYC", "price": "$58.33", "quantity": ""}, {"title": "SERNIAL Women's White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8)", "asin": "B0BW8KKPQH", "price": "$23.39", "quantity": ""}, {"title": "Vans Women's Hi-Top Trainers, Real White, 11 Women/9.5 Men, 8.5/10 UK, 10 UK Men/8.5 UK Women", "asin": "B0CHQLZ1N9", "price": "$63.69", "quantity": ""}, {"title": "Vans Sk8-Hi Unisex Shoes Size 4.5, Color: Mix/True White", "asin": "B096FHQ21C", "price": "$55.65", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:19.825Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"},\n{\"asin\": \"B0D6BYTC13\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Converse Women's Chuck 70 Sneakers, Desert Cargo/EGRET/Black, Brown, 10 Medium US\", \"asin\": \"B09NXL42W7\", \"price\": \"$90.00\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Fader Skate Shoe, Black/Green, 11\", \"asin\": \"B0BWZRL7LT\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Barge Plus Low Top Skate Shoe, Warm Grey/Black, 8\", \"asin\": \"B0CP2FPTRV\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Vintage Style Street-Inspired Men's Canvas Skate Shoes - Distressed Solid Color Lace-Up Low Top Sneakers for Casual, Daily Wear - All-season Fabric Lined Rubber Sole Skateboarding Shoes with Round Toe (Army Green,9)\", \"asin\": \"B0DPL4K3MH\", \"price\": \"$52.88\", \"quantity\": \"\"},\n{\"title\": \"Converse Chuck Taylor All Star Low Women's Sneakers, Lemon Drop/Black/White, Size 6.5\", \"asin\": \"B09MSKRKWB\", \"price\": \"$99.97\", \"quantity\": \"\"},\n{\"title\": \"Generic Men's Brazilian Casual Sneakers, Olive, Casual Ultra Comfort.(Size 11, 43 Brazil), Khaki/White\", \"asin\": \"B0D9ZSJBXP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:20.859Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Converse Women's Chuck 70 Sneakers, Desert Cargo/EGRET/Black, Brown, 10 Medium US", "asin": "B09NXL42W7", "price": "$90.00", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 11", "asin": "B0BWZRL7LT", "price": "$52.99", "quantity": ""}, {"title": "Etnies Men's Barge Plus Low Top Skate Shoe, Warm Grey/Black, 8", "asin": "B0CP2FPTRV", "price": "$52.99", "quantity": ""}, {"title": "Vintage Style Street-Inspired Men's Canvas Skate Shoes - Distressed Solid Color Lace-Up Low Top Sneakers for Casual, Daily Wear - All-season Fabric Lined Rubber Sole Skateboarding Shoes with Round Toe (Army Green,9)", "asin": "B0DPL4K3MH", "price": "$52.88", "quantity": ""}, {"title": "Converse Chuck Taylor All Star Low Women's Sneakers, Lemon Drop/Black/White, Size 6.5", "asin": "B09MSKRKWB", "price": "$99.97", "quantity": ""}, {"title": "Generic Men's Brazilian Casual Sneakers, Olive, Casual Ultra Comfort.(Size 11, 43 Brazil), Khaki/White", "asin": "B0D9ZSJBXP", "price": "$29.99", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:20.859Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:48:20.859Z
click
page_related
rule
2025-05-02T03:48:20.859Z
click
page_related
train
924
2025-05-02T03:48:20.859Z
click
page_related
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": 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"2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Converse Women's Chuck 70 Sneakers, Desert Cargo/EGRET/Black, Brown, 10 Medium US", "asin": "B09NXL42W7", "price": "$90.00", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 11", "asin": "B0BWZRL7LT", "price": "$52.99", "quantity": ""}, {"title": "Etnies Men's Barge Plus Low Top Skate Shoe, Warm Grey/Black, 8", "asin": "B0CP2FPTRV", "price": "$52.99", "quantity": ""}, {"title": "Vintage Style Street-Inspired Men's Canvas Skate Shoes - Distressed Solid Color Lace-Up Low Top Sneakers for Casual, Daily Wear - All-season Fabric Lined Rubber Sole Skateboarding Shoes with Round Toe (Army Green,9)", "asin": "B0DPL4K3MH", "price": "$52.88", "quantity": ""}, {"title": "Converse Chuck Taylor All Star Low Women's Sneakers, Lemon Drop/Black/White, Size 6.5", "asin": "B09MSKRKWB", "price": "$99.97", "quantity": ""}, {"title": "Generic Men's Brazilian Casual Sneakers, Olive, Casual Ultra Comfort.(Size 11, 43 Brazil), Khaki/White", "asin": "B0D9ZSJBXP", "price": "$29.99", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:20.859Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": 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\"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"},\n{\"asin\": \"B0D6BYTC13\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Men's Brazilian Casual Sneakers, White, Casual Ultra Comfort. (Size 11, 43 Brazil)\", \"asin\": \"B0DD4H6PCG\", \"price\": \"$49.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Men's Modern, Black Teal, 6\", \"asin\": \"B09SPB5JP8\", \"price\": \"$58.33\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Fader Skate Shoe, Black/Green, 13\", \"asin\": \"B0BWZL3871\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Converse CTAS Low WMNS Shoes, Royal Flush Pink, Size 8\", \"asin\": \"B0DJCB1ZGB\", \"price\": \"$79.97\", \"quantity\": \"\"},\n{\"title\": \"Womens Platform Sneakers Breathable Mesh Comfortable Walking Shoes Casual Summer Chunky Sneakers White\", \"asin\": \"B0DZHQZD44\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex Child Authentic - Red - 11\", \"asin\": \"B003FZNWMA\", \"price\": \"$31.70\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:21.708Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Men's Brazilian Casual Sneakers, White, Casual Ultra Comfort. (Size 11, 43 Brazil)", "asin": "B0DD4H6PCG", "price": "$49.90", "quantity": ""}, {"title": "Vans Men's Modern, Black Teal, 6", "asin": "B09SPB5JP8", "price": "$58.33", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 13", "asin": "B0BWZL3871", "price": "$52.99", "quantity": ""}, {"title": "Converse CTAS Low WMNS Shoes, Royal Flush Pink, Size 8", "asin": "B0DJCB1ZGB", "price": "$79.97", "quantity": ""}, {"title": "Womens Platform Sneakers Breathable Mesh Comfortable Walking Shoes Casual Summer Chunky Sneakers White", "asin": "B0DZHQZD44", "price": "$22.99", "quantity": ""}, {"title": "Vans Unisex Child Authentic - Red - 11", "asin": "B003FZNWMA", "price": "$31.70", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:21.708Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:48:21.708Z
click
page_related
rule
2025-05-02T03:48:21.708Z
click
page_related
train
925
2025-05-02T03:48:21.708Z
click
page_related
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Men's Brazilian Casual Sneakers, White, Casual Ultra Comfort. (Size 11, 43 Brazil)", "asin": "B0DD4H6PCG", "price": "$49.90", "quantity": ""}, {"title": "Vans Men's Modern, Black Teal, 6", "asin": "B09SPB5JP8", "price": "$58.33", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 13", "asin": "B0BWZL3871", "price": "$52.99", "quantity": ""}, {"title": "Converse CTAS Low WMNS Shoes, Royal Flush Pink, Size 8", "asin": "B0DJCB1ZGB", "price": "$79.97", "quantity": ""}, {"title": "Womens Platform Sneakers Breathable Mesh Comfortable Walking Shoes Casual Summer Chunky Sneakers White", "asin": "B0DZHQZD44", "price": "$22.99", "quantity": ""}, {"title": "Vans Unisex Child Authentic - Red - 11", "asin": "B003FZNWMA", "price": "$31.70", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:21.708Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"},\n{\"asin\": \"B0D6BYTC13\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Etnies Men's Fader Skate Shoe, Black/Green, 15\", \"asin\": \"B0BWZK4HW7\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Vans Men's Modern, Black Teal, 6\", \"asin\": \"B09SPCQLL6\", \"price\": \"$58.33\", \"quantity\": \"\"},\n{\"title\": \"Women's Simple Platform Sneakers, Casual lace-up Outdoor Shoes, Comfortable Low-top Leather Shoes (White,8)\", \"asin\": \"B0DKNWSVKC\", \"price\": \"$37.00\", \"quantity\": \"\"},\n{\"title\": \"Men's Breathable Canvas Lace-Up Skate Shoes for All Season (Green,7.5)\", \"asin\": \"B0DKJC7R17\", \"price\": \"$33.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Sk8-Low Unisex Shoes Mens 8/ Womens 9.5, Color: 2 Tone/Asphalt\", \"asin\": \"B09SP4RP99\", \"price\": \"$54.76\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:22.927Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Etnies Men's Fader Skate Shoe, Black/Green, 15", "asin": "B0BWZK4HW7", "price": "$52.99", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Vans Men's Modern, Black Teal, 6", "asin": "B09SPCQLL6", "price": "$58.33", "quantity": ""}, {"title": "Women's Simple Platform Sneakers, Casual lace-up Outdoor Shoes, Comfortable Low-top Leather Shoes (White,8)", "asin": "B0DKNWSVKC", "price": "$37.00", "quantity": ""}, {"title": "Men's Breathable Canvas Lace-Up Skate Shoes for All Season (Green,7.5)", "asin": "B0DKJC7R17", "price": "$33.90", "quantity": ""}, {"title": "Vans Sk8-Low Unisex Shoes Mens 8/ Womens 9.5, Color: 2 Tone/Asphalt", "asin": "B09SP4RP99", "price": "$54.76", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:22.927Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:48:22.927Z
click
page_related
rule
2025-05-02T03:48:22.927Z
click
page_related
train
926
2025-05-02T03:48:22.927Z
click
page_related
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Etnies Men's Fader Skate Shoe, Black/Green, 15", "asin": "B0BWZK4HW7", "price": "$52.99", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Vans Men's Modern, Black Teal, 6", "asin": "B09SPCQLL6", "price": "$58.33", "quantity": ""}, {"title": "Women's Simple Platform Sneakers, Casual lace-up Outdoor Shoes, Comfortable Low-top Leather Shoes (White,8)", "asin": "B0DKNWSVKC", "price": "$37.00", "quantity": ""}, {"title": "Men's Breathable Canvas Lace-Up Skate Shoes for All Season (Green,7.5)", "asin": "B0DKJC7R17", "price": "$33.90", "quantity": ""}, {"title": "Vans Sk8-Low Unisex Shoes Mens 8/ Womens 9.5, Color: 2 Tone/Asphalt", "asin": "B09SP4RP99", "price": "$54.76", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:22.927Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"},\n{\"asin\": \"B0D6BYTC13\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Men's Breathable Canvas Lace-Up Skate Shoes for All Season (Green,9)\", \"asin\": \"B0DKJB1NB2\", \"price\": \"$33.90\", \"quantity\": \"\"},\n{\"title\": \"Vans Comfycush Authentic Unisex Shoes Mens 7.5/ Womens 9, Color: White/White-White\", \"asin\": \"B0B8C742GZ\", \"price\": \"$54.76\", \"quantity\": \"\"},\n{\"title\": \"Men's Canvas Low Top Shoes Skate Shoes Fashion Sneakers for Men Comfortable Walking Casual Shoes\", \"asin\": \"B0C9ZX3JFF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"RAYCHY Children's Casual Shoes Boys Breathable Non-Slip Light Sneakers Unisex Luminous Sneakers for Girls Sport Running Shoes(9,Blue)\", \"asin\": \"B09JK6N7D2\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10\", \"asin\": \"B01N05QNMH\", \"price\": \"$60.71\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:25.088Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Men's Breathable Canvas Lace-Up Skate Shoes for All Season (Green,9)", "asin": "B0DKJB1NB2", "price": "$33.90", "quantity": ""}, {"title": "Vans Comfycush Authentic Unisex Shoes Mens 7.5/ Womens 9, Color: White/White-White", "asin": "B0B8C742GZ", "price": "$54.76", "quantity": ""}, {"title": "Men's Canvas Low Top Shoes Skate Shoes Fashion Sneakers for Men Comfortable Walking Casual Shoes", "asin": "B0C9ZX3JFF", "price": "$23.99", "quantity": ""}, {"title": "RAYCHY Children's Casual Shoes Boys Breathable Non-Slip Light Sneakers Unisex Luminous Sneakers for Girls Sport Running Shoes(9,Blue)", "asin": "B09JK6N7D2", "price": "$36.99", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10", "asin": "B01N05QNMH", "price": "$60.71", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:25.088Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:48:25.088Z
click
page_related
rule
2025-05-02T03:48:25.088Z
click
page_related
train
927
2025-05-02T03:48:25.088Z
click
page_related
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Men's Breathable Canvas Lace-Up Skate Shoes for All Season (Green,9)", "asin": "B0DKJB1NB2", "price": "$33.90", "quantity": ""}, {"title": "Vans Comfycush Authentic Unisex Shoes Mens 7.5/ Womens 9, Color: White/White-White", "asin": "B0B8C742GZ", "price": "$54.76", "quantity": ""}, {"title": "Men's Canvas Low Top Shoes Skate Shoes Fashion Sneakers for Men Comfortable Walking Casual Shoes", "asin": "B0C9ZX3JFF", "price": "$23.99", "quantity": ""}, {"title": "RAYCHY Children's Casual Shoes Boys Breathable Non-Slip Light Sneakers Unisex Luminous Sneakers for Girls Sport Running Shoes(9,Blue)", "asin": "B09JK6N7D2", "price": "$36.99", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "Vans Unisex SK8-Hi Black/Black/White VN000D5IB8C Mens 8.5, Womens 10", "asin": "B01N05QNMH", "price": "$60.71", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:25.088Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": 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\"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"},\n{\"asin\": \"B0D6BYTC13\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"J. Adams Hero Platform Sneakers for Women - Casual Lace Up Fashion Tennis Shoes - Rainbow - 5.5\", \"asin\": \"B074CQCJPT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Men's Trendy Solid Skateboard Shoes with Adjustable Lace Non Slip Low Top Comfy for Outdoor Walking Jogging Traveling Spring Summer Autumn (Green,7.5)\", \"asin\": \"B0DFC1JXV3\", \"price\": \"$33.90\", \"quantity\": \"\"},\n{\"title\": \"DVTENI Unisex-Child Black Boys Girls Shoes Antiskid Tennis Sneakers Outdoor Casual Kids Running Shoes(Toddler/Little Kid/Big Kid)\", \"asin\": \"B0D3TR6P95\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"FUNCOO PLUS Kids Toddler Sneakers Girls Boys High Top Canvas Shoes Unisex-Child Casual Shoes, Roar Dinosaur, Todder Size 10\", \"asin\": \"B0CTY4581X\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection\", \"asin\": \"B07KBFCH1C\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Kids Baby Boy's Era 59 (Toddler) (Cord & Plaid) Black/Black 6.5 Toddler M\", \"asin\": \"B018V1EZY6\", \"price\": \"$49.53\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:28.548Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "J. Adams Hero Platform Sneakers for Women - Casual Lace Up Fashion Tennis Shoes - Rainbow - 5.5", "asin": "B074CQCJPT", "price": "$36.99", "quantity": ""}, {"title": "Men's Trendy Solid Skateboard Shoes with Adjustable Lace Non Slip Low Top Comfy for Outdoor Walking Jogging Traveling Spring Summer Autumn (Green,7.5)", "asin": "B0DFC1JXV3", "price": "$33.90", "quantity": ""}, {"title": "DVTENI Unisex-Child Black Boys Girls Shoes Antiskid Tennis Sneakers Outdoor Casual Kids Running Shoes(Toddler/Little Kid/Big Kid)", "asin": "B0D3TR6P95", "price": "$27.99", "quantity": ""}, {"title": "FUNCOO PLUS Kids Toddler Sneakers Girls Boys High Top Canvas Shoes Unisex-Child Casual Shoes, Roar Dinosaur, Todder Size 10", "asin": "B0CTY4581X", "price": "$20.99", "quantity": ""}, {"title": "Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection", "asin": "B07KBFCH1C", "price": "$209.99", "quantity": ""}, {"title": "Vans Kids Baby Boy's Era 59 (Toddler) (Cord & Plaid) Black/Black 6.5 Toddler M", "asin": "B018V1EZY6", "price": "$49.53", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:28.548Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:48:28.548Z
click
product_option
rule
2025-05-02T03:48:28.548Z
click
product_option
train
928
2025-05-02T03:48:28.548Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} <|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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "J. Adams Hero Platform Sneakers for Women - Casual Lace Up Fashion Tennis Shoes - Rainbow - 5.5", "asin": "B074CQCJPT", "price": "$36.99", "quantity": ""}, {"title": "Men's Trendy Solid Skateboard Shoes with Adjustable Lace Non Slip Low Top Comfy for Outdoor Walking Jogging Traveling Spring Summer Autumn (Green,7.5)", "asin": "B0DFC1JXV3", "price": "$33.90", "quantity": ""}, {"title": "DVTENI Unisex-Child Black Boys Girls Shoes Antiskid Tennis Sneakers Outdoor Casual Kids Running Shoes(Toddler/Little Kid/Big Kid)", "asin": "B0D3TR6P95", "price": "$27.99", "quantity": ""}, {"title": "FUNCOO PLUS Kids Toddler Sneakers Girls Boys High Top Canvas Shoes Unisex-Child Casual Shoes, Roar Dinosaur, Todder Size 10", "asin": "B0CTY4581X", "price": "$20.99", "quantity": ""}, {"title": "Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection", "asin": "B07KBFCH1C", "price": "$209.99", "quantity": ""}, {"title": "Vans Kids Baby Boy's Era 59 (Toddler) (Cord & Plaid) Black/Black 6.5 Toddler M", "asin": "B018V1EZY6", "price": "$49.53", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:28.548Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": 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\"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar\"},\n{\"asin\": \"B0D6BYTC13\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"J. Adams Hero Platform Sneakers for Women - Casual Lace Up Fashion Tennis Shoes - Rainbow - 5.5\", \"asin\": \"B074CQCJPT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Men's Trendy Solid Skateboard Shoes with Adjustable Lace Non Slip Low Top Comfy for Outdoor Walking Jogging Traveling Spring Summer Autumn (Green,7.5)\", \"asin\": \"B0DFC1JXV3\", \"price\": \"$33.90\", \"quantity\": \"\"},\n{\"title\": \"DVTENI Unisex-Child Black Boys Girls Shoes Antiskid Tennis Sneakers Outdoor Casual Kids Running Shoes(Toddler/Little Kid/Big Kid)\", \"asin\": \"B0D3TR6P95\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"FUNCOO PLUS Kids Toddler Sneakers Girls Boys High Top Canvas Shoes Unisex-Child Casual Shoes, Roar Dinosaur, Todder Size 10\", \"asin\": \"B0CTY4581X\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection\", \"asin\": \"B07KBFCH1C\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Kids Baby Boy's Era 59 (Toddler) (Cord & Plaid) Black/Black 6.5 Toddler M\", \"asin\": \"B018V1EZY6\", \"price\": \"$49.53\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black\", \"asin\": \"B0DPMCD8GX\", \"price\": \"$79.00\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7\", \"asin\": \"B0CS6P8WB4\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:40.797Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "J. Adams Hero Platform Sneakers for Women - Casual Lace Up Fashion Tennis Shoes - Rainbow - 5.5", "asin": "B074CQCJPT", "price": "$36.99", "quantity": ""}, {"title": "Men's Trendy Solid Skateboard Shoes with Adjustable Lace Non Slip Low Top Comfy for Outdoor Walking Jogging Traveling Spring Summer Autumn (Green,7.5)", "asin": "B0DFC1JXV3", "price": "$33.90", "quantity": ""}, {"title": "DVTENI Unisex-Child Black Boys Girls Shoes Antiskid Tennis Sneakers Outdoor Casual Kids Running Shoes(Toddler/Little Kid/Big Kid)", "asin": "B0D3TR6P95", "price": "$27.99", "quantity": ""}, {"title": "FUNCOO PLUS Kids Toddler Sneakers Girls Boys High Top Canvas Shoes Unisex-Child Casual Shoes, Roar Dinosaur, Todder Size 10", "asin": "B0CTY4581X", "price": "$20.99", "quantity": ""}, {"title": "Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection", "asin": "B07KBFCH1C", "price": "$209.99", "quantity": ""}, {"title": "Vans Kids Baby Boy's Era 59 (Toddler) (Cord & Plaid) Black/Black 6.5 Toddler M", "asin": "B018V1EZY6", "price": "$49.53", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:40.797Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:48:40.797Z
click
product_option
rule
2025-05-02T03:48:40.797Z
click
product_option
train
929
2025-05-02T03:48:40.797Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vulcanized construction Waffle outsole Skate influenced design Double stitched multi-panel part for durability Padded tongue and collar"}, {"asin": "B0D6BYTC13"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "J. Adams Hero Platform Sneakers for Women - Casual Lace Up Fashion Tennis Shoes - Rainbow - 5.5", "asin": "B074CQCJPT", "price": "$36.99", "quantity": ""}, {"title": "Men's Trendy Solid Skateboard Shoes with Adjustable Lace Non Slip Low Top Comfy for Outdoor Walking Jogging Traveling Spring Summer Autumn (Green,7.5)", "asin": "B0DFC1JXV3", "price": "$33.90", "quantity": ""}, {"title": "DVTENI Unisex-Child Black Boys Girls Shoes Antiskid Tennis Sneakers Outdoor Casual Kids Running Shoes(Toddler/Little Kid/Big Kid)", "asin": "B0D3TR6P95", "price": "$27.99", "quantity": ""}, {"title": "FUNCOO PLUS Kids Toddler Sneakers Girls Boys High Top Canvas Shoes Unisex-Child Casual Shoes, Roar Dinosaur, Todder Size 10", "asin": "B0CTY4581X", "price": "$20.99", "quantity": ""}, {"title": "Old Skool Shoes x Bape Camo Custom Handmade Uni-Sex Shoes By Patch Collection", "asin": "B07KBFCH1C", "price": "$209.99", "quantity": ""}, {"title": "Vans Kids Baby Boy's Era 59 (Toddler) (Cord & Plaid) Black/Black 6.5 Toddler M", "asin": "B018V1EZY6", "price": "$49.53", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Low Top Pro Skate Shoes Casual Sneakers with Anti-Slip Trainers Shock Absorption Properties Black", "asin": "B0DPMCD8GX", "price": "$79.00", "quantity": ""}, {"title": "Etnies Men's Jameson 2 Eco Skate Shoe, Grey/Grey/Blue, 7", "asin": "B0CS6P8WB4", "price": "$64.90", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US6", "asin": "B0C61GRQZ7", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:40.797Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"},\n{\"asin\": \"B078W3J8RX\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$45.03\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)\", \"asin\": \"B08LSG5V7Z\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green\", \"asin\": \"B0DS1TJXKT\", \"price\": \"$29.40\", \"quantity\": \"\"},\n{\"title\": \"yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)\", \"asin\": \"B0CW14L7SF\", \"price\": \"$28.49\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:49.028Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"}, {"asin": "B078W3J8RX"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:49.028Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:48:49.028Z
click
product_option
rule
2025-05-02T03:48:49.028Z
click
product_option
train
930
2025-05-02T03:48:49.028Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"}, {"asin": "B078W3J8RX"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:49.028Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"},\n{\"asin\": \"B078W3J8RX\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$45.03\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)\", \"asin\": \"B08LSG5V7Z\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green\", \"asin\": \"B0DS1TJXKT\", \"price\": \"$29.40\", \"quantity\": \"\"},\n{\"title\": \"yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)\", \"asin\": \"B0CW14L7SF\", \"price\": \"$28.49\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:52.743Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"}, {"asin": "B078W3J8RX"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:52.743Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:48:52.743Z
click
other
rule
2025-05-02T03:48:52.743Z
click
other
train
931
2025-05-02T03:48:52.743Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"}, {"asin": "B078W3J8RX"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:52.743Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"},\n{\"asin\": \"B078W3J8RX\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$45.03\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)\", \"asin\": \"B08LSG5V7Z\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green\", \"asin\": \"B0DS1TJXKT\", \"price\": \"$29.40\", \"quantity\": \"\"},\n{\"title\": \"yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)\", \"asin\": \"B0CW14L7SF\", \"price\": \"$28.49\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:56.127Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"}, {"asin": "B078W3J8RX"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:56.127Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:48:56.127Z
click
product_option
rule
2025-05-02T03:48:56.127Z
click
product_option
train
932
2025-05-02T03:48:56.127Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "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": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"}, {"asin": "B078W3J8RX"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:56.127Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"},\n{\"asin\": \"B078W3J8RX\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$45.03\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)\", \"asin\": \"B08LSG5V7Z\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green\", \"asin\": \"B0DS1TJXKT\", \"price\": \"$29.40\", \"quantity\": \"\"},\n{\"title\": \"yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)\", \"asin\": \"B0CW14L7SF\", \"price\": \"$28.49\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:48:58.360Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"}, {"asin": "B078W3J8RX"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:58.360Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:48:58.360Z
click
product_option
rule
2025-05-02T03:48:58.360Z
click
product_option
train
933
2025-05-02T03:48:58.360Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": 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"2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"}, {"asin": "B078W3J8RX"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:48:58.360Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"},\n{\"asin\": \"B093ZS5N7Y\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\\uff08Black 15\\uff09\", \"asin\": \"B0BKSW3T54\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Fader Skate Shoe, Black/Green, 11\", \"asin\": \"B0BWZRL7LT\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9\", \"asin\": \"B00ZQHQBU0\", \"price\": \"$61.50\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Jameson 2 ECO Skate Shoe, Brown/tan/Brown, 9.5 Medium US\", \"asin\": \"B07KRYPMZX\", \"price\": \"$83.90\", \"quantity\": \"\"},\n{\"title\": \"DEXJEWU Men's Casual Dress Oxfords Business Walking Shoes Comfortable Mesh Work Sneakers, 003 Dark Grey, 8\", \"asin\": \"B0CTHVGW7N\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5\", \"asin\": \"B0DGJ58GBK\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\\uff08Fluorescent Green 10.5\\uff09\", \"asin\": \"B0BKSXJLWW\", \"price\": \"$43.69\", \"quantity\": \"\"},\n{\"title\": \"DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 8.5\", \"asin\": \"B00ZQHQ8Q2\", \"price\": \"$61.50\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:49:00.924Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B093ZS5N7Y"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\uff08Black 15\uff09", "asin": "B0BKSW3T54", "price": "$46.99", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 11", "asin": "B0BWZRL7LT", "price": "$52.99", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9", "asin": "B00ZQHQBU0", "price": "$61.50", "quantity": ""}, {"title": "Etnies Men's Jameson 2 ECO Skate Shoe, Brown/tan/Brown, 9.5 Medium US", "asin": "B07KRYPMZX", "price": "$83.90", "quantity": ""}, {"title": "DEXJEWU Men's Casual Dress Oxfords Business Walking Shoes Comfortable Mesh Work Sneakers, 003 Dark Grey, 8", "asin": "B0CTHVGW7N", "price": "$39.99", "quantity": ""}, {"title": "Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5", "asin": "B0DGJ58GBK", "price": "$34.99", "quantity": ""}, {"title": "ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\uff08Fluorescent Green 10.5\uff09", "asin": "B0BKSXJLWW", "price": "$43.69", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 8.5", "asin": "B00ZQHQ8Q2", "price": "$61.50", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:49:00.924Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:49:00.924Z
click
product_option
rule
2025-05-02T03:49:00.924Z
click
product_option
train
934
2025-05-02T03:49:00.924Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": 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"2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B093ZS5N7Y"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\uff08Black 15\uff09", "asin": "B0BKSW3T54", "price": "$46.99", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 11", "asin": "B0BWZRL7LT", "price": "$52.99", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9", "asin": "B00ZQHQBU0", "price": "$61.50", "quantity": ""}, {"title": "Etnies Men's Jameson 2 ECO Skate Shoe, Brown/tan/Brown, 9.5 Medium US", "asin": "B07KRYPMZX", "price": "$83.90", "quantity": ""}, {"title": "DEXJEWU Men's Casual Dress Oxfords Business Walking Shoes Comfortable Mesh Work Sneakers, 003 Dark Grey, 8", "asin": "B0CTHVGW7N", "price": "$39.99", "quantity": ""}, {"title": "Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5", "asin": "B0DGJ58GBK", "price": "$34.99", "quantity": ""}, {"title": "ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\uff08Fluorescent Green 10.5\uff09", "asin": "B0BKSXJLWW", "price": "$43.69", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 8.5", "asin": "B00ZQHQ8Q2", "price": "$61.50", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:49:00.924Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": 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\"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"},\n{\"asin\": \"B093ZS5N7Y\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\\uff08Black 15\\uff09\", \"asin\": \"B0BKSW3T54\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Fader Skate Shoe, Black/Green, 11\", \"asin\": \"B0BWZRL7LT\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9\", \"asin\": \"B00ZQHQBU0\", \"price\": \"$61.50\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Jameson 2 ECO Skate Shoe, Brown/tan/Brown, 9.5 Medium US\", \"asin\": \"B07KRYPMZX\", \"price\": \"$83.90\", \"quantity\": \"\"},\n{\"title\": \"DEXJEWU Men's Casual Dress Oxfords Business Walking Shoes Comfortable Mesh Work Sneakers, 003 Dark Grey, 8\", \"asin\": \"B0CTHVGW7N\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5\", \"asin\": \"B0DGJ58GBK\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\\uff08Fluorescent Green 10.5\\uff09\", \"asin\": \"B0BKSXJLWW\", \"price\": \"$43.69\", \"quantity\": \"\"},\n{\"title\": \"DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 8.5\", \"asin\": \"B00ZQHQ8Q2\", \"price\": \"$61.50\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:49:02.144Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B093ZS5N7Y"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\uff08Black 15\uff09", "asin": "B0BKSW3T54", "price": "$46.99", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 11", "asin": "B0BWZRL7LT", "price": "$52.99", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9", "asin": "B00ZQHQBU0", "price": "$61.50", "quantity": ""}, {"title": "Etnies Men's Jameson 2 ECO Skate Shoe, Brown/tan/Brown, 9.5 Medium US", "asin": "B07KRYPMZX", "price": "$83.90", "quantity": ""}, {"title": "DEXJEWU Men's Casual Dress Oxfords Business Walking Shoes Comfortable Mesh Work Sneakers, 003 Dark Grey, 8", "asin": "B0CTHVGW7N", "price": "$39.99", "quantity": ""}, {"title": "Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5", "asin": "B0DGJ58GBK", "price": "$34.99", "quantity": ""}, {"title": "ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\uff08Fluorescent Green 10.5\uff09", "asin": "B0BKSXJLWW", "price": "$43.69", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 8.5", "asin": "B00ZQHQ8Q2", "price": "$61.50", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:49:02.144Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:49:02.144Z
click
product_option
rule
2025-05-02T03:49:02.144Z
click
product_option
train
935
2025-05-02T03:49:02.144Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B093ZS5N7Y"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\uff08Black 15\uff09", "asin": "B0BKSW3T54", "price": "$46.99", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 11", "asin": "B0BWZRL7LT", "price": "$52.99", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9", "asin": "B00ZQHQBU0", "price": "$61.50", "quantity": ""}, {"title": "Etnies Men's Jameson 2 ECO Skate Shoe, Brown/tan/Brown, 9.5 Medium US", "asin": "B07KRYPMZX", "price": "$83.90", "quantity": ""}, {"title": "DEXJEWU Men's Casual Dress Oxfords Business Walking Shoes Comfortable Mesh Work Sneakers, 003 Dark Grey, 8", "asin": "B0CTHVGW7N", "price": "$39.99", "quantity": ""}, {"title": "Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5", "asin": "B0DGJ58GBK", "price": "$34.99", "quantity": ""}, {"title": "ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\uff08Fluorescent Green 10.5\uff09", "asin": "B0BKSXJLWW", "price": "$43.69", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 8.5", "asin": "B00ZQHQ8Q2", "price": "$61.50", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:49:02.144Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": 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\"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"},\n{\"asin\": \"B093ZR4RN9\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\\uff08Black 15\\uff09\", \"asin\": \"B0BKSW3T54\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Fader Skate Shoe, Black/Green, 11\", \"asin\": \"B0BWZRL7LT\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9\", \"asin\": \"B00ZQHQBU0\", \"price\": \"$61.50\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Jameson 2 ECO Skate Shoe, Brown/tan/Brown, 9.5 Medium US\", \"asin\": \"B07KRYPMZX\", \"price\": \"$83.90\", \"quantity\": \"\"},\n{\"title\": \"DEXJEWU Men's Casual Dress Oxfords Business Walking Shoes Comfortable Mesh Work Sneakers, 003 Dark Grey, 8\", \"asin\": \"B0CTHVGW7N\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5\", \"asin\": \"B0DGJ58GBK\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\\uff08Fluorescent Green 10.5\\uff09\", \"asin\": \"B0BKSXJLWW\", \"price\": \"$43.69\", \"quantity\": \"\"},\n{\"title\": \"DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 8.5\", \"asin\": \"B00ZQHQ8Q2\", \"price\": \"$61.50\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:49:03.958Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B093ZR4RN9"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\uff08Black 15\uff09", "asin": "B0BKSW3T54", "price": "$46.99", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 11", "asin": "B0BWZRL7LT", "price": "$52.99", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9", "asin": "B00ZQHQBU0", "price": "$61.50", "quantity": ""}, {"title": "Etnies Men's Jameson 2 ECO Skate Shoe, Brown/tan/Brown, 9.5 Medium US", "asin": "B07KRYPMZX", "price": "$83.90", "quantity": ""}, {"title": "DEXJEWU Men's Casual Dress Oxfords Business Walking Shoes Comfortable Mesh Work Sneakers, 003 Dark Grey, 8", "asin": "B0CTHVGW7N", "price": "$39.99", "quantity": ""}, {"title": "Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5", "asin": "B0DGJ58GBK", "price": "$34.99", "quantity": ""}, {"title": "ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\uff08Fluorescent Green 10.5\uff09", "asin": "B0BKSXJLWW", "price": "$43.69", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 8.5", "asin": "B00ZQHQ8Q2", "price": "$61.50", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:49:03.958Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:49:03.958Z
click
product_option
rule
2025-05-02T03:49:03.958Z
click
product_option
train
936
2025-05-02T03:49:03.958Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B093ZR4RN9"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\uff08Black 15\uff09", "asin": "B0BKSW3T54", "price": "$46.99", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 11", "asin": "B0BWZRL7LT", "price": "$52.99", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9", "asin": "B00ZQHQBU0", "price": "$61.50", "quantity": ""}, {"title": "Etnies Men's Jameson 2 ECO Skate Shoe, Brown/tan/Brown, 9.5 Medium US", "asin": "B07KRYPMZX", "price": "$83.90", "quantity": ""}, {"title": "DEXJEWU Men's Casual Dress Oxfords Business Walking Shoes Comfortable Mesh Work Sneakers, 003 Dark Grey, 8", "asin": "B0CTHVGW7N", "price": "$39.99", "quantity": ""}, {"title": "Josmo Etnies Mens Skateboard Sneakers Active Casual Wear Tennis, Sable Black, 10.5", "asin": "B0DGJ58GBK", "price": "$34.99", "quantity": ""}, {"title": "ikunka Men's Fashion Sneakers Lightweight Breathable Walking Shoes Tennis Cross Training Shoe Non Slip Trail Running Shoes\uff08Fluorescent Green 10.5\uff09", "asin": "B0BKSXJLWW", "price": "$43.69", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 8.5", "asin": "B00ZQHQ8Q2", "price": "$61.50", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:49:03.958Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Rubber sole Shaft measures approximately Medium from arch\"},\n{\"asin\": \"B093ZR4RN9\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7\", \"asin\": \"B0C61HBP8L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5\", \"asin\": \"B08Z6T9K6F\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Etnies Men's Fader Skate Shoe, Black/Green, 11\", \"asin\": \"B0BWZRL7LT\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"DC Men's Court Graffik SQ Low Top Casual Skate Shoe, White/Black/Black, 10\", \"asin\": \"B0BMQW56N4\", \"price\": \"$69.66\", \"quantity\": \"\"},\n{\"title\": \"SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green\", \"asin\": \"B0CYPWJQXD\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9\", \"asin\": \"B00ZQHQBU0\", \"price\": \"$61.50\", \"quantity\": \"\"},\n{\"title\": \"DC Men's Gaveler Skate Shoe, 14 Black\", \"asin\": \"B0CN36Z54J\", \"price\": \"$60.00\", \"quantity\": \"\"},\n{\"title\": \"DC Men's Court Graffik SQ Low Top Casual Skate Shoe, White/Black/Black, 13\", \"asin\": \"B0BMQV6XWT\", \"price\": \"$69.95\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US\", \"asin\": \"B08Z79RYBF\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US\", \"asin\": \"B09NQT8XTV\", \"price\": \"$29.76\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:49:04.943Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B093ZR4RN9"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 11", "asin": "B0BWZRL7LT", "price": "$52.99", "quantity": ""}, {"title": "DC Men's Court Graffik SQ Low Top Casual Skate Shoe, White/Black/Black, 10", "asin": "B0BMQW56N4", "price": "$69.66", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9", "asin": "B00ZQHQBU0", "price": "$61.50", "quantity": ""}, {"title": "DC Men's Gaveler Skate Shoe, 14 Black", "asin": "B0CN36Z54J", "price": "$60.00", "quantity": ""}, {"title": "DC Men's Court Graffik SQ Low Top Casual Skate Shoe, White/Black/Black, 13", "asin": "B0BMQV6XWT", "price": "$69.95", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:49:04.943Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:49:04.943Z
click
product_option
rule
2025-05-02T03:49:04.943Z
click
product_option
train
937
2025-05-02T03:49:04.943Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Rubber sole Shaft measures approximately Medium from arch"}, {"asin": "B093ZR4RN9"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Witwatia Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women White US7", "asin": "B0C61HBP8L", "price": "$24.99", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Black/Black, 10.5", "asin": "B08Z6T9K6F", "price": "$24.95", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "Etnies Men's Fader Skate Shoe, Black/Green, 11", "asin": "B0BWZRL7LT", "price": "$52.99", "quantity": ""}, {"title": "DC Men's Court Graffik SQ Low Top Casual Skate Shoe, White/Black/Black, 10", "asin": "B0BMQW56N4", "price": "$69.66", "quantity": ""}, {"title": "SEW BY SOU Skateboard Shoes for Men Leather Low Top Pro Skateboarding Training Casual Sneakers Green", "asin": "B0CYPWJQXD", "price": "$59.99", "quantity": ""}, {"title": "DC Men's Pure Low Top Lace Up Casual Skate Shoe Sneaker, Black/Black/White, 9", "asin": "B00ZQHQBU0", "price": "$61.50", "quantity": ""}, {"title": "DC Men's Gaveler Skate Shoe, 14 Black", "asin": "B0CN36Z54J", "price": "$60.00", "quantity": ""}, {"title": "DC Men's Court Graffik SQ Low Top Casual Skate Shoe, White/Black/Black, 13", "asin": "B0BMQV6XWT", "price": "$69.95", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Blue/White, 11.5 M US", "asin": "B08Z79RYBF", "price": "$49.99", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz Womens Clipper Fashion Sneaker, White/White, 8.5 Wide US", "asin": "B09NQT8XTV", "price": "$29.76", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:49:04.943Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Women's size 7.5 US / Men's size 6 US\"},\n{\"asin\": \"B093ZRG7PY\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Reebok unisex adult Classic Leather Sneaker, Ftwr White/Pure Grey 3/Reebok Rubber Gum-03, 7 Women 5.5 Men US\", \"asin\": \"B093TYW6VJ\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Cull4U Unisex-Adult Freeness High-Top Sneaker Shoe (Womens12.5Mens11,Camel)\", \"asin\": \"B0DPMMJ2CX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz Men's Flip Shoe, White, 12 D US\", \"asin\": \"B07HQWJNDV\", \"price\": \"$23.32\", \"quantity\": \"\"},\n{\"title\": \"Cull4U Unisex NewRetro Low-Top Sneaker Shoe (Womens12.5Mens11,Black)\", \"asin\": \"B0DJJY29ZK\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"VANELi Queen (Beige Nival, US Footwear Size System, Adult, Women, Numeric, Narrow, 7.5)\", \"asin\": \"B0D1GRZBVT\", \"price\": \"$174.95\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:49:06.946Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Women's size 7.5 US / Men's size 6 US"}, {"asin": "B093ZRG7PY"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Reebok unisex adult Classic Leather Sneaker, Ftwr White/Pure Grey 3/Reebok Rubber Gum-03, 7 Women 5.5 Men US", "asin": "B093TYW6VJ", "price": "$80.00", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Cull4U Unisex-Adult Freeness High-Top Sneaker Shoe (Womens12.5Mens11,Camel)", "asin": "B0DPMMJ2CX", "price": "$29.99", "quantity": ""}, {"title": "Lugz Men's Flip Shoe, White, 12 D US", "asin": "B07HQWJNDV", "price": "$23.32", "quantity": ""}, {"title": "Cull4U Unisex NewRetro Low-Top Sneaker Shoe (Womens12.5Mens11,Black)", "asin": "B0DJJY29ZK", "price": "$26.99", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "VANELi Queen (Beige Nival, US Footwear Size System, Adult, Women, Numeric, Narrow, 7.5)", "asin": "B0D1GRZBVT", "price": "$174.95", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:49:06.946Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:49:06.946Z
click
product_option
rule
2025-05-02T03:49:06.946Z
click
product_option
train
938
2025-05-02T03:49:06.946Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Women's size 7.5 US / Men's size 6 US"}, {"asin": "B093ZRG7PY"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Reebok unisex adult Classic Leather Sneaker, Ftwr White/Pure Grey 3/Reebok Rubber Gum-03, 7 Women 5.5 Men US", "asin": "B093TYW6VJ", "price": "$80.00", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Cull4U Unisex-Adult Freeness High-Top Sneaker Shoe (Womens12.5Mens11,Camel)", "asin": "B0DPMMJ2CX", "price": "$29.99", "quantity": ""}, {"title": "Lugz Men's Flip Shoe, White, 12 D US", "asin": "B07HQWJNDV", "price": "$23.32", "quantity": ""}, {"title": "Cull4U Unisex NewRetro Low-Top Sneaker Shoe (Womens12.5Mens11,Black)", "asin": "B0DJJY29ZK", "price": "$26.99", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "VANELi Queen (Beige Nival, US Footwear Size System, Adult, Women, Numeric, Narrow, 7.5)", "asin": "B0D1GRZBVT", "price": "$174.95", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:49:06.946Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Women's size 7.5 US / Men's size 6 US\"},\n{\"asin\": \"B093ZRG7PY\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"Reebok unisex adult Classic Leather Sneaker, Ftwr White/Pure Grey 3/Reebok Rubber Gum-03, 7 Women 5.5 Men US\", \"asin\": \"B093TYW6VJ\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Cull4U Unisex-Adult Freeness High-Top Sneaker Shoe (Womens12.5Mens11,Camel)\", \"asin\": \"B0DPMMJ2CX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Lugz Men's Flip Shoe, White, 12 D US\", \"asin\": \"B07HQWJNDV\", \"price\": \"$23.32\", \"quantity\": \"\"},\n{\"title\": \"Cull4U Unisex NewRetro Low-Top Sneaker Shoe (Womens12.5Mens11,Black)\", \"asin\": \"B0DJJY29ZK\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red\", \"asin\": \"B07KYXSP1B\", \"price\": \"$55.06\", \"quantity\": \"\"},\n{\"title\": \"VANELi Queen (Beige Nival, US Footwear Size System, Adult, Women, Numeric, Narrow, 7.5)\", \"asin\": \"B0D1GRZBVT\", \"price\": \"$174.95\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US\", \"asin\": \"B08Z6TKKX2\", \"price\": \"$34.41\", \"quantity\": \"\"},\n{\"title\": \"Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5\", \"asin\": \"B08B611927\", \"price\": \"$39.97\", \"quantity\": \"\"},\n{\"title\": \"yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)\", \"asin\": \"B0B3QQTWZY\", \"price\": \"$24.69\", \"quantity\": \"\"},\n{\"title\": \"Lugz Women's Clipper Fashion Sneaker, Black, 9 W US\", \"asin\": \"B09MWQBN3D\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men\", \"asin\": \"B0B7WCZCV9\", \"price\": \"$61.90\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:49:11.193Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Women's size 7.5 US / Men's size 6 US"}, {"asin": "B093ZRG7PY"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Reebok unisex adult Classic Leather Sneaker, Ftwr White/Pure Grey 3/Reebok Rubber Gum-03, 7 Women 5.5 Men US", "asin": "B093TYW6VJ", "price": "$80.00", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Cull4U Unisex-Adult Freeness High-Top Sneaker Shoe (Womens12.5Mens11,Camel)", "asin": "B0DPMMJ2CX", "price": "$29.99", "quantity": ""}, {"title": "Lugz Men's Flip Shoe, White, 12 D US", "asin": "B07HQWJNDV", "price": "$23.32", "quantity": ""}, {"title": "Cull4U Unisex NewRetro Low-Top Sneaker Shoe (Womens12.5Mens11,Black)", "asin": "B0DJJY29ZK", "price": "$26.99", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "VANELi Queen (Beige Nival, US Footwear Size System, Adult, Women, Numeric, Narrow, 7.5)", "asin": "B0D1GRZBVT", "price": "$174.95", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:49:11.193Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:49:11.193Z
click
product_option
rule
2025-05-02T03:49:11.193Z
click
product_option
train
939
2025-05-02T03:49:11.193Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", 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"2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Women's size 7.5 US / Men's size 6 US"}, {"asin": "B093ZRG7PY"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "Reebok unisex adult Classic Leather Sneaker, Ftwr White/Pure Grey 3/Reebok Rubber Gum-03, 7 Women 5.5 Men US", "asin": "B093TYW6VJ", "price": "$80.00", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Cull4U Unisex-Adult Freeness High-Top Sneaker Shoe (Womens12.5Mens11,Camel)", "asin": "B0DPMMJ2CX", "price": "$29.99", "quantity": ""}, {"title": "Lugz Men's Flip Shoe, White, 12 D US", "asin": "B07HQWJNDV", "price": "$23.32", "quantity": ""}, {"title": "Cull4U Unisex NewRetro Low-Top Sneaker Shoe (Womens12.5Mens11,Black)", "asin": "B0DJJY29ZK", "price": "$26.99", "quantity": ""}, {"title": "Vans Old Skool Lite Training Mens Shoes Size 3.5, Color: Blue/Red", "asin": "B07KYXSP1B", "price": "$55.06", "quantity": ""}, {"title": "VANELi Queen (Beige Nival, US Footwear Size System, Adult, Women, Numeric, Narrow, 7.5)", "asin": "B0D1GRZBVT", "price": "$174.95", "quantity": ""}, {"title": "Lugz | Lear Classic Casual Sneakers for Men | Lace Up Mens Canvas Shoes | Everyday Men Footwear, Alloy/Charcoal/White, 9 M US", "asin": "B08Z6TKKX2", "price": "$34.41", "quantity": ""}, {"title": "Lugz | Clipper Casual Sneakers for Men | Slip On Shoes for Men | Everyday Men Footwear, Dark Grey/White, 10.5", "asin": "B08B611927", "price": "$39.97", "quantity": ""}, {"title": "yageyan White Canvas Shoes for Mens Low Top Tennis Shoes Fashion Mens Canvas Casual Laced Up Sneakers(blk10)", "asin": "B0B3QQTWZY", "price": "$24.69", "quantity": ""}, {"title": "Lugz Women's Clipper Fashion Sneaker, Black, 9 W US", "asin": "B09MWQBN3D", "price": "$29.95", "quantity": ""}, {"title": "Vans Old Skool Unisex Shoes - Black/Waterfall - Size 4, Black Waterfall, 5.5 Women/4 Men", "asin": "B0B7WCZCV9", "price": "$61.90", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:49:11.193Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"},\n{\"asin\": \"B078W3J8RX\"}],\n\"product_options\": [{\"Size\": \"6 Women/4.5 Men\"},\n{\"Color\": \"Vans Yacht Club Blue Green Yellow\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$45.03\", \"quantity\": \"\"},\n{\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)\", \"asin\": \"B08LSG5V7Z\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green\", \"asin\": \"B0DS1TJXKT\", \"price\": \"$29.40\", \"quantity\": \"\"},\n{\"title\": \"yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)\", \"asin\": \"B0CW14L7SF\", \"price\": \"$28.49\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:49:37.646Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"}, {"asin": "B078W3J8RX"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:49:37.646Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:49:37.646Z
click
product_option
rule
2025-05-02T03:49:37.646Z
click
product_option
train
940
2025-05-02T03:49:37.646Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", 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"2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "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": ""}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"}, {"asin": "B078W3J8RX"}], "product_options": [{"Size": "6 Women/4.5 Men"}, {"Color": "Vans Yacht Club Blue Green Yellow"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.03", "quantity": ""}, {"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Tscoyuki Womens Sneakers: Lace Up Shoes for Women, Trendy Platform Sneakers for Women Casual Women Footwear - Walking Shoes Women Non Slip Women's Fashion Sneakers Beige Green", "asin": "B0DS1TJXKT", "price": "$29.40", "quantity": ""}, {"title": "yageyan Womens High Top Sneakers Womens Platform Shoes Canvas Shoes for Womens Tennis Shoes Classic Casual Comfortable(red08)", "asin": "B0CW14L7SF", "price": "$28.49", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:49:37.646Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Keds Women's Champion Leather Lace Up Sneaker\"},\n{\"price\": \"$65.13\"},\n{\"bullet_list\": \"TIMELESS STYLE \\u2013 Confidently step out in style with the iconic Keds Champion Lace Up Leather Sneakers for women. Whether you\\u2019re at work or running errands, the leather upper on these lace up blush sneakers for women provide the perfect fit. ALL-DAY COMFORT \\u2013 With a soft, breathable twill lining, these women\\u2019s Keds sneakers ensure your feet stay comfortable all day long. Plus, the flexible rubber outsole on these blush Keds offer maximum traction and stability while walking. VERSATILE DESIGN - Effortlessly dress up or down every outfit, thanks to the versatile footwear design. Our blush leather sneakers for women offer superior support for your feet with a 10% recycled PU foam Softerra footbed, so you can keep going. DURABLE QUALITY \\u2013 Made with quality materials, our leather shoes are built to last. These Keds sneakers for women have a cushioned Ortholite insole that helps to move moisture away from your feet to keep them cool & dry. Care is easy: spot wash & air dry. WEAR YOURS - The very definition of a classic sneaker, the Keds Champion Sneaker has been a wardrobe staple since its debut in 1916. With its goes-with-everything style and up-for-everything comfort, it\\u2019s the kind of sneaker you reach for again and again.\"},\n{\"asin\": \"B0BGJPY692\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"6\"},\n{\"Color\": \"Blush Premium Leather\"}],\n\"promotion_items\": [{\"title\": \"Obtaom Womens Canvas Fashion Sneakers Cute Low Top Shoes Comfortable Canvas walking Flats for Lady(White/White US6)\", \"asin\": \"B0CWQ9XCHV\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Obtaom Women's Play Fashion Sneaker Coral Pink Comfortable Walking Shoes Sweet Pink Canvas Slip on Shoes(Pink US5)\", \"asin\": \"B094K3PDQ8\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"TRETORN Women's Marleyhi2\", \"asin\": \"B01N07FPDV\", \"price\": \"$40.89\", \"quantity\": \"\"},\n{\"title\": \"Lacoste Women's Carnaby Set Sneaker\", \"asin\": \"B0D98WKRQH\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, White/White, 7.5\", \"asin\": \"B08Z6ZHG7H\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"Trotters Women's Loafer/Slipon\", \"asin\": \"B08P9FJLMV\", \"price\": \"$56.60\", \"quantity\": \"\"},\n{\"title\": \"Keds Courty Core Lace Up, Sneaker Womens, Navy Canvas, 8 Medium\", \"asin\": \"B07DRDZKTV\", \"price\": \"$38.36\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Canvas Sneaker, Burgundy Bottom Foxing Stripe, 5\", \"asin\": \"B0CNV48RYV\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic Canvas Sneakers,Low Top Canvas Shoes,Lightweight Casual Canvas Sneakers(Light Grey US6)\", \"asin\": \"B0DCJKN9P6\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Champion Canvas Lace Up Sneaker, Crochet Cream, 7.5 Wide\", \"asin\": \"B0C3SSWQND\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"LUCKY STEP Women Classic Retro Gum Sole Fashion Sneakers Casual Tennis Skate Shoe Genuine Leather Walking Footwear Anti Slip Trainers(Gold,9)\", \"asin\": \"B0CZ95XGHV\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Champion Point Low Fashion Sneaker, White Canvas, 5.5\", \"asin\": \"B0D96ZNYY9\", \"price\": \"$36.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:50:56.470Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "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": ""}], "product_details": [{"title": "Keds Women's Champion Leather Lace Up Sneaker"}, {"price": "$65.13"}, {"bullet_list": "TIMELESS STYLE \u2013 Confidently step out in style with the iconic Keds Champion Lace Up Leather Sneakers for women. Whether you\u2019re at work or running errands, the leather upper on these lace up blush sneakers for women provide the perfect fit. ALL-DAY COMFORT \u2013 With a soft, breathable twill lining, these women\u2019s Keds sneakers ensure your feet stay comfortable all day long. Plus, the flexible rubber outsole on these blush Keds offer maximum traction and stability while walking. VERSATILE DESIGN - Effortlessly dress up or down every outfit, thanks to the versatile footwear design. Our blush leather sneakers for women offer superior support for your feet with a 10% recycled PU foam Softerra footbed, so you can keep going. DURABLE QUALITY \u2013 Made with quality materials, our leather shoes are built to last. These Keds sneakers for women have a cushioned Ortholite insole that helps to move moisture away from your feet to keep them cool & dry. Care is easy: spot wash & air dry. WEAR YOURS - The very definition of a classic sneaker, the Keds Champion Sneaker has been a wardrobe staple since its debut in 1916. With its goes-with-everything style and up-for-everything comfort, it\u2019s the kind of sneaker you reach for again and again."}, {"asin": "B0BGJPY692"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "6"}, {"Color": "Blush Premium Leather"}], "promotion_items": [{"title": "Obtaom Womens Canvas Fashion Sneakers Cute Low Top Shoes Comfortable Canvas walking Flats for Lady(White/White US6)", "asin": "B0CWQ9XCHV", "price": "$19.99", "quantity": ""}, {"title": "Obtaom Women's Play Fashion Sneaker Coral Pink Comfortable Walking Shoes Sweet Pink Canvas Slip on Shoes(Pink US5)", "asin": "B094K3PDQ8", "price": "$21.99", "quantity": ""}, {"title": "TRETORN Women's Marleyhi2", "asin": "B01N07FPDV", "price": "$40.89", "quantity": ""}, {"title": "Lacoste Women's Carnaby Set Sneaker", "asin": "B0D98WKRQH", "price": "$80.00", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, White/White, 7.5", "asin": "B08Z6ZHG7H", "price": "$99.95", "quantity": ""}, {"title": "Trotters Women's Loafer/Slipon", "asin": "B08P9FJLMV", "price": "$56.60", "quantity": ""}, {"title": "Keds Courty Core Lace Up, Sneaker Womens, Navy Canvas, 8 Medium", "asin": "B07DRDZKTV", "price": "$38.36", "quantity": ""}, {"title": "Keds Women's Triple Kick Canvas Sneaker, Burgundy Bottom Foxing Stripe, 5", "asin": "B0CNV48RYV", "price": "$49.99", "quantity": ""}, {"title": "Womens Classic Canvas Sneakers,Low Top Canvas Shoes,Lightweight Casual Canvas Sneakers(Light Grey US6)", "asin": "B0DCJKN9P6", "price": "$20.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Keds Women's Champion Canvas Lace Up Sneaker, Crochet Cream, 7.5 Wide", "asin": "B0C3SSWQND", "price": "$53.99", "quantity": ""}, {"title": "LUCKY STEP Women Classic Retro Gum Sole Fashion Sneakers Casual Tennis Skate Shoe Genuine Leather Walking Footwear Anti Slip Trainers(Gold,9)", "asin": "B0CZ95XGHV", "price": "$36.99", "quantity": ""}, {"title": "Keds Women's Champion Point Low Fashion Sneaker, White Canvas, 5.5", "asin": "B0D96ZNYY9", "price": "$36.00", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:50:56.470Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:50:56.470Z
click
review
rule
2025-05-02T03:50:56.470Z
click
review
train
941
2025-05-02T03:50:56.470Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "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": ""}], "product_details": [{"title": "Keds Women's Champion Leather Lace Up Sneaker"}, {"price": "$65.13"}, {"bullet_list": "TIMELESS STYLE \u2013 Confidently step out in style with the iconic Keds Champion Lace Up Leather Sneakers for women. Whether you\u2019re at work or running errands, the leather upper on these lace up blush sneakers for women provide the perfect fit. ALL-DAY COMFORT \u2013 With a soft, breathable twill lining, these women\u2019s Keds sneakers ensure your feet stay comfortable all day long. Plus, the flexible rubber outsole on these blush Keds offer maximum traction and stability while walking. VERSATILE DESIGN - Effortlessly dress up or down every outfit, thanks to the versatile footwear design. Our blush leather sneakers for women offer superior support for your feet with a 10% recycled PU foam Softerra footbed, so you can keep going. DURABLE QUALITY \u2013 Made with quality materials, our leather shoes are built to last. These Keds sneakers for women have a cushioned Ortholite insole that helps to move moisture away from your feet to keep them cool & dry. Care is easy: spot wash & air dry. WEAR YOURS - The very definition of a classic sneaker, the Keds Champion Sneaker has been a wardrobe staple since its debut in 1916. With its goes-with-everything style and up-for-everything comfort, it\u2019s the kind of sneaker you reach for again and again."}, {"asin": "B0BGJPY692"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "6"}, {"Color": "Blush Premium Leather"}], "promotion_items": [{"title": "Obtaom Womens Canvas Fashion Sneakers Cute Low Top Shoes Comfortable Canvas walking Flats for Lady(White/White US6)", "asin": "B0CWQ9XCHV", "price": "$19.99", "quantity": ""}, {"title": "Obtaom Women's Play Fashion Sneaker Coral Pink Comfortable Walking Shoes Sweet Pink Canvas Slip on Shoes(Pink US5)", "asin": "B094K3PDQ8", "price": "$21.99", "quantity": ""}, {"title": "TRETORN Women's Marleyhi2", "asin": "B01N07FPDV", "price": "$40.89", "quantity": ""}, {"title": "Lacoste Women's Carnaby Set Sneaker", "asin": "B0D98WKRQH", "price": "$80.00", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, White/White, 7.5", "asin": "B08Z6ZHG7H", "price": "$99.95", "quantity": ""}, {"title": "Trotters Women's Loafer/Slipon", "asin": "B08P9FJLMV", "price": "$56.60", "quantity": ""}, {"title": "Keds Courty Core Lace Up, Sneaker Womens, Navy Canvas, 8 Medium", "asin": "B07DRDZKTV", "price": "$38.36", "quantity": ""}, {"title": "Keds Women's Triple Kick Canvas Sneaker, Burgundy Bottom Foxing Stripe, 5", "asin": "B0CNV48RYV", "price": "$49.99", "quantity": ""}, {"title": "Womens Classic Canvas Sneakers,Low Top Canvas Shoes,Lightweight Casual Canvas Sneakers(Light Grey US6)", "asin": "B0DCJKN9P6", "price": "$20.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Keds Women's Champion Canvas Lace Up Sneaker, Crochet Cream, 7.5 Wide", "asin": "B0C3SSWQND", "price": "$53.99", "quantity": ""}, {"title": "LUCKY STEP Women Classic Retro Gum Sole Fashion Sneakers Casual Tennis Skate Shoe Genuine Leather Walking Footwear Anti Slip Trainers(Gold,9)", "asin": "B0CZ95XGHV", "price": "$36.99", "quantity": ""}, {"title": "Keds Women's Champion Point Low Fashion Sneaker, White Canvas, 5.5", "asin": "B0D96ZNYY9", "price": "$36.00", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:50:56.470Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"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\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:51:58.405Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} 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"2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "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": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:51:58.405Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:51:58.405Z
input
vans shoes women
rule
2025-05-02T03:51:58.405Z
input
vans shoes women
train
942
2025-05-02T03:51:58.405Z
input
vans shoes women
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} 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"2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", 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"2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "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": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:51:58.405Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\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\"search_term\": [{\"term\": \"vans shoes women\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:51:58.705Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} <|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": "vans shoes women"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:51:58.705Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:51:58.705Z
click
search
rule
2025-05-02T03:51:58.705Z
click
search
train
943
2025-05-02T03:51:58.705Z
click
search
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} <|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": "vans shoes women"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:51:58.705Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": 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This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Vans\\nUnisex Adult FU Old Skool Sneakers\", \"asin\": \"B0020MMHBG\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"Vans\\nMen's Low-Top Sneakers\", \"asin\": \"B000UYJBP6\", \"price\": \"$39.90\", \"quantity\": \"\"},\n{\"title\": \"Vans\\nUnisex Adult Classic Slip-On Stackform Sneakers\", \"asin\": \"B0CDJH9W3Q\", \"price\": \"$70.00\", \"quantity\": \"\"},\n{\"title\": \"Cull4U\\nWomen's Laid Back Low-Top Sneaker Shoe\", \"asin\": \"B089P1HNLC\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Cull4U\\nWomen's Classic Slip On Trainer Shoes\", \"asin\": \"B0B3NG3VQM\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Keds\\nWomen's Triple Kick Canvas Sneaker\", \"asin\": \"B01NAN3OMO\", \"price\": \"$36.64\", \"quantity\": \"\"},\n{\"title\": \"hash bubbie\\nWomen's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Shoes\", \"asin\": \"B0BL2GDC74\", \"price\": \"$22.49\", \"quantity\": \"\"},\n{\"title\": \"ZGR\\nWomens High Top Canvas Sneakers,Lace-up Canvas Shoes,Casual Tennis Walking Shoes\", \"asin\": \"B0DBHJ8Z9F\", \"price\": \"$21.79\", \"quantity\": \"\"},\n{\"title\": \"Keds\\nWomen's Triple Kick Leather Sneaker\", \"asin\": \"B01NBOKRIX\", \"price\": \"$36.95\", \"quantity\": \"\"},\n{\"title\": \"DREAM PAIRS\\nLoafers for Women Casual Comfortable Slip On Flat Shoes Lightweight Leisure Work Shoes Comfort Walking Shoes\", \"asin\": \"B0DLW6PG4M\", \"price\": \"$34.19\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Unisex Adult FU Old Skool Sneakers\", \"asin\": \"B0020MMHBG\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Tue, May 6 for Prime members Arrives before Mother's Day\"},\n{\"title\": \"Women's Classic Slip On Trainer Shoes\", \"asin\": \"B0B3NG3VQM\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery May 8 - 9 for Prime members Arrives before Mother's Day\"},\n{\"title\": \"Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women\", \"asin\": \"B0C61GRQZ7\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Laid Back Low-Top Sneaker Shoe\", \"asin\": \"B089P1HNLC\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"No Show Socks Womens 6 Pairs Low Cut Invisible Ankle for Flats Sneakers Liner Loafer\", \"asin\": \"B07QRRH98D\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n{\"title\": \"Women's Ward Platform Suede Trainers\", \"asin\": \"B0DJ1JFVWW\", \"price\": \"$60.00\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Laced Shoes\", \"asin\": \"B0D7QCNLHJ\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Seldan Low-top Trainers\", \"asin\": \"B0C59558HF\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Filmore Decon Sneaker\", \"asin\": \"B0DJ1FWCQX\", \"price\": \"$60.00\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, (Suede/Canvas) Black/White, 9\", \"asin\": \"B0949L65FH\", \"price\": \"$52.49\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Low-top Trainers Sneaker\", \"asin\": \"B08M484NLC\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\", \"asin\": \"B0B4WBGSGF\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, May 5 Arrives before Mother's Day\"},\n{\"title\": \"Unisex NewRetro Low-Top Sneaker Shoe\", \"asin\": \"B0DJJXNM91\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Tue, May 6 for Prime members Arrives before Mother's Day Only 2 left in stock - order soon.\"},\n{\"title\": \"Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women\", \"asin\": \"B08LS7QKLX\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"White PU Leather Sneakers for Women Low Top Lace Up Tennis Shoes Women's Fashion Casual Shoes Sneakers\", \"asin\": \"B0D31J8M7N\", \"price\": \"$22.87\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Asher Slip-on Sneaker\", \"asin\": \"B07PQ9HYKG\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Caldrone Trainers Sneaker\", \"asin\": \"B0CPLWWB7R\", \"price\": \"$70.87\", \"delivery\": \"$14.95 delivery May 12 - 15 Or fastest delivery May 9 - 14\"},\n{\"title\": \"Women's Seldan Platform ST Shoe | Retro Tennis Inspired Sneakers for Fashion & Everyday Wear, Canvas Black, 8.5\", \"asin\": \"B0BHQ3PFYN\", \"price\": \"$74.95\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Cheery Comfort Plush Foam Sneaker\", \"asin\": \"B082Y3LM2H\", \"price\": \"$34.98\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes\", \"asin\": \"B0CP72VX4M\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Stylish Slip On Sneakers No Laces Elastic Low Top Canvas Sneakers Trendy Flats Comfortable Casual Walking Shoes\", \"asin\": \"B09NXRLMPG\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Sun, May 4 Arrives before Mother's Day\"},\n{\"title\": \"Womens White Canvas Sneakers Low Top Lace Up Canvas Shoes Fashion Comfortable\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers\", \"asin\": \"B07YKBY5JC\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's VL Court 3.0 Sneaker\", \"asin\": \"B0C2JXJS3M\", \"price\": \"$75.00\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Unisex-Adult Authentic(tm) Core Classics\", \"asin\": \"B07L259VMR\", \"price\": \"$54.65\", \"delivery\": \"$8.92 delivery May 7 - 9 Or fastest delivery May 6 - 8 Arrives before Mother's Day\"},\n{\"title\": \"Women's Brooklyn Ls Shoe | Low-top Sneakers for Everyday Wear, Walking, Work & Fashion\", \"asin\": \"B0D7QDCCLH\", \"price\": \"$70.00\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Unisex Sneaker\", \"asin\": \"B07PGH4W97\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Shoes\", \"asin\": \"B0BL2GDC74\", \"price\": \"$22.49\", \"delivery\": \"FREE delivery Thu, May 8 for Prime members Arrives before Mother's Day\"},\n{\"title\": \"Canvas Shoes for Women White Canvas Sneakers Womens Casual Shoes Low Top Black Sneakers Comfortable Tennis Shoes\", \"asin\": \"B0C6JMPRWM\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Sun, May 4 Arrives before Mother's Day\"},\n{\"title\": \"vn0a45nmiju1 - Filmore Decon Suede sonstige\", \"asin\": \"B08M43FRJB\", \"price\": \"$60.00\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Unisex-Child Vn000wwx6bt\", \"asin\": \"B078PQ3TL4\", \"price\": \"$70.01\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Loven Sneaker\", \"asin\": \"B08DXT8LPX\", \"price\": \"$29.50\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Unisex Adult Classic Slip-On Color Thoery Checkerboard Shoe\", \"asin\": \"B0DPFVSXDV\", \"price\": \"$34.04\", \"delivery\": \"$15.95 delivery May 6 - 7 Arrives before Mother's Day\"},\n{\"title\": \"Unisex Adult FU Old Skool Sneakers\", \"asin\": \"B000KKNX5Y\", \"price\": \"$52.99\", \"delivery\": \"FREE delivery Tue, May 6\"},\n{\"title\": \"Men's MN Asher Trainers\", \"asin\": \"B01NB9BAB8\", \"price\": \"$56.00\", \"delivery\": \"FREE delivery Tue, May 6\"},\n{\"title\": \"Unisex Adult FU Authentic Sneakers\", \"asin\": \"B000UYAMB8\", \"price\": \"$34.11\", \"delivery\": \"$15.89 delivery Wed, May 7 Or fastest delivery May 5 - 6 Arrives before Mother's Day\"},\n{\"title\": \"Men's YT Ward Trainers\", \"asin\": \"B07BN56WFL\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Shoes\", \"asin\": \"B082PH6QF1\", \"price\": \"$21.24\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Unisex Adult FU Classic Slip-On Sneakers\", \"asin\": \"B000K7FTTK\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Tue, May 6 for Prime members Arrives before Mother's Day\"},\n{\"title\": \"Adult Unisex Checkerboard Slip-On (BWW) BLK&WHTCHCKERBOARD/WHT VN000EYEBWW Mens 10, Womens 11.5\", \"asin\": \"B0161DLNY6\", \"price\": \"$43.05\", \"delivery\": \"$15.95 delivery May 6 - 7 Arrives before Mother's Day\"},\n{\"title\": \"Women's Low-top Trainers Sneaker\", \"asin\": \"B07VJT5F5J\", \"price\": \"$58.99\", \"delivery\": \"FREE delivery Mon, May 12 Or fastest delivery Fri, May 9\"},\n{\"title\": \"Women's Low-Top Sneakers\", \"asin\": \"B0B6FSDJP7\", \"price\": \"$81.34\", \"delivery\": \"FREE delivery Fri, May 16 Or fastest delivery Thu, May 8\"},\n{\"title\": \"Women's Ryland Ls Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details\", \"asin\": \"B0D7QJ4D59\", \"price\": \"$70.00\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Asher Deluxe Slip-on Shoe | Comfortable Sneakers for Fashion, Walking & Everyday Wear\", \"asin\": \"B0DVG89GD2\", \"price\": \"$60.00\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's 515 V3 Sneaker\", \"asin\": \"B09YBJYNWR\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Unisex-Adult Authentic Sneaker\", \"asin\": \"B0BZTL9ML8\", \"price\": \"$40.78\", \"delivery\": \"$15.95 delivery May 6 - 7 Arrives before Mother's Day\"},\n{\"title\": \"Classic Slip-On, Black Off White Checkerboard Size\", \"asin\": \"B0CK47V3BF\", \"delivery\": \"\"},\n{\"title\": \"Women's Caldrone Shoe | Chunky Low-top Fashion Sneakers with Retro-Inspired Style\", \"asin\": \"B0D4MQNW53\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Unisex Closed-Toe Trainers\", \"asin\": \"B076YQCMBR\", \"price\": \"$54.95\", \"delivery\": \"FREE delivery Tue, May 6\"},\n{\"title\": \"Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Durable & Lightweight Footwear with Casual Style \\u2013 True White / White\", \"asin\": \"B07PGHV1JV\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Unisex Authentic(tm) Core Classics Sneaker\", \"asin\": \"B0BY3TTRYQ\", \"price\": \"$58.88\", \"delivery\": \"$9.10 delivery May 7 - 9 Or fastest delivery May 6 - 8 Arrives before Mother's Day\"},\n{\"title\": \"Women's Asher Platform Slip-On\", \"asin\": \"B07VBG1MDB\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Unisex Classic Slip-on Sneaker\", \"asin\": \"B0C2BD3DX8\", \"delivery\": \"\"},\n{\"title\": \"Women's Chuck Taylor All Star Lift Platform Denim Fashion Sneakers\", \"asin\": \"B0B9HCPPVM\", \"price\": \"$66.11\", \"delivery\": \"FREE delivery Mon, May 5 Arrives before Mother's Day\"},\n{\"title\": \"Women's Filmore Hi Sneaker\", \"asin\": \"B0DLCQW5QK\", \"price\": \"$80.01\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Atwood Low-top Sneaker\", \"asin\": \"B00K5OL26M\", \"price\": \"$60.00\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's UA Old Skool Sneakers\", \"asin\": \"B07H1MRVC2\", \"price\": \"$49.03\", \"delivery\": \"FREE delivery Tue, May 6 Arrives before Mother's Day\"},\n{\"title\": \"Women's Asher Platform ST Trainers Sneaker\", \"asin\": \"B0C5923KDW\", \"price\": \"$73.99\", \"delivery\": \"FREE delivery Mon, May 5 Arrives before Mother's Day\"},\n{\"title\": \"Women's Clipper Shoe\", \"asin\": \"B07CPJR6NY\", \"price\": \"$29.76\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Women's Court Advance Sneaker\", \"asin\": \"B09ZGG6TQL\", \"price\": \"$50.00\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n{\"title\": \"Unisex Adult Classic Slip-On Stackform Sneakers\", \"asin\": \"B09TT3B4RL\", \"price\": \"$80.00\", \"delivery\": \"$9.01 delivery May 7 - 9 Or fastest delivery May 6 - 8 Arrives before Mother's Day\"},\n{\"title\": \"Women's Vn-0w7ndmo Sneaker\", \"asin\": \"B09HN9Z8QH\", \"price\": \"$39.95\", \"delivery\": \"FREE delivery May 8 - 12 Or fastest delivery Tue, May 6 Arrives before Mother's Day\"},\n{\"title\": \"Men's Filmore Hi Trainers Sneaker\", \"asin\": \"B07LBF1293\", \"price\": \"$52.05\", \"delivery\": \"$15.95 delivery May 6 - 7 Arrives before Mother's Day\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:52:11.484Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} <|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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "promotion_items": [{"title": "Vans\nUnisex Adult FU Old Skool Sneakers", "asin": "B0020MMHBG", "price": "$70.00", "quantity": ""}, {"title": "Vans\nMen's Low-Top Sneakers", "asin": "B000UYJBP6", "price": "$39.90", "quantity": ""}, {"title": "Vans\nUnisex Adult Classic Slip-On Stackform Sneakers", "asin": "B0CDJH9W3Q", "price": "$70.00", "quantity": ""}, {"title": "Cull4U\nWomen's Laid Back Low-Top Sneaker Shoe", "asin": "B089P1HNLC", "price": "$26.99", "quantity": ""}, {"title": "Cull4U\nWomen's Classic Slip On Trainer Shoes", "asin": "B0B3NG3VQM", "price": "$26.99", "quantity": ""}, {"title": "Keds\nWomen's Triple Kick Canvas Sneaker", "asin": "B01NAN3OMO", "price": "$36.64", "quantity": ""}, {"title": "hash bubbie\nWomen's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Shoes", "asin": "B0BL2GDC74", "price": "$22.49", "quantity": ""}, {"title": "ZGR\nWomens High Top Canvas Sneakers,Lace-up Canvas Shoes,Casual Tennis Walking Shoes", "asin": "B0DBHJ8Z9F", "price": "$21.79", "quantity": ""}, {"title": "Keds\nWomen's Triple Kick Leather Sneaker", "asin": "B01NBOKRIX", "price": "$36.95", "quantity": ""}, {"title": "DREAM PAIRS\nLoafers for Women Casual Comfortable Slip On Flat Shoes Lightweight Leisure Work Shoes Comfort Walking Shoes", "asin": "B0DLW6PG4M", "price": "$34.19", "quantity": ""}], "search_results": [{"title": "Unisex Adult FU Old Skool Sneakers", "asin": "B0020MMHBG", "price": "$70.00", "delivery": "FREE delivery Tue, May 6 for Prime members Arrives before Mother's Day"}, {"title": "Women's Classic Slip On Trainer Shoes", "asin": "B0B3NG3VQM", "price": "$26.99", "delivery": "FREE delivery May 8 - 9 for Prime members Arrives before Mother's Day"}, {"title": "Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women", "asin": "B0C61GRQZ7", "price": "$24.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Laid Back Low-Top Sneaker Shoe", "asin": "B089P1HNLC", "price": "$26.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "No Show Socks Womens 6 Pairs Low Cut Invisible Ankle for Flats Sneakers Liner Loafer", "asin": "B07QRRH98D", "price": "$12.99", "delivery": " Two-Day FREE delivery Sat, May 3"}, {"title": "Women's Ward Platform Suede Trainers", "asin": "B0DJ1JFVWW", "price": "$60.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Laced Shoes", "asin": "B0D7QCNLHJ", "price": "$69.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Seldan Low-top Trainers", "asin": "B0C59558HF", "price": "$69.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Filmore Decon Sneaker", "asin": "B0DJ1FWCQX", "price": "$60.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, (Suede/Canvas) Black/White, 9", "asin": "B0949L65FH", "price": "$52.49", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Low-top Trainers Sneaker", "asin": "B08M484NLC", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker", "asin": "B0B4WBGSGF", "price": "$25.99", "delivery": "FREE delivery Mon, May 5 Arrives before Mother's Day"}, {"title": "Unisex NewRetro Low-Top Sneaker Shoe", "asin": "B0DJJXNM91", "price": "$26.99", "delivery": "FREE delivery Tue, May 6 for Prime members Arrives before Mother's Day Only 2 left in stock - order soon."}, {"title": "Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women", "asin": "B08LS7QKLX", "price": "$18.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "White PU Leather Sneakers for Women Low Top Lace Up Tennis Shoes Women's Fashion Casual Shoes Sneakers", "asin": "B0D31J8M7N", "price": "$22.87", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Asher Slip-on Sneaker", "asin": "B07PQ9HYKG", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Caldrone Trainers Sneaker", "asin": "B0CPLWWB7R", "price": "$70.87", "delivery": "$14.95 delivery May 12 - 15 Or fastest delivery May 9 - 14"}, {"title": "Women's Seldan Platform ST Shoe | Retro Tennis Inspired Sneakers for Fashion & Everyday Wear, Canvas Black, 8.5", "asin": "B0BHQ3PFYN", "price": "$74.95", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Cheery Comfort Plush Foam Sneaker", "asin": "B082Y3LM2H", "price": "$34.98", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes", "asin": "B0CP72VX4M", "price": "$21.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Stylish Slip On Sneakers No Laces Elastic Low Top Canvas Sneakers Trendy Flats Comfortable Casual Walking Shoes", "asin": "B09NXRLMPG", "price": "$39.99", "delivery": "FREE delivery Sun, May 4 Arrives before Mother's Day"}, {"title": "Womens White Canvas Sneakers Low Top Lace Up Canvas Shoes Fashion Comfortable", "asin": "B0CP5PYJX3", "price": "$21.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers", "asin": "B07YKBY5JC", "price": "$25.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's VL Court 3.0 Sneaker", "asin": "B0C2JXJS3M", "price": "$75.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex-Adult Authentic(tm) Core Classics", "asin": "B07L259VMR", "price": "$54.65", "delivery": "$8.92 delivery May 7 - 9 Or fastest delivery May 6 - 8 Arrives before Mother's Day"}, {"title": "Women's Brooklyn Ls Shoe | Low-top Sneakers for Everyday Wear, Walking, Work & Fashion", "asin": "B0D7QDCCLH", "price": "$70.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Sneaker", "asin": "B07PGH4W97", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Shoes", "asin": "B0BL2GDC74", "price": "$22.49", "delivery": "FREE delivery Thu, May 8 for Prime members Arrives before Mother's Day"}, {"title": "Canvas Shoes for Women White Canvas Sneakers Womens Casual Shoes Low Top Black Sneakers Comfortable Tennis Shoes", "asin": "B0C6JMPRWM", "price": "$20.99", "delivery": "FREE delivery Sun, May 4 Arrives before Mother's Day"}, {"title": "vn0a45nmiju1 - Filmore Decon Suede sonstige", "asin": "B08M43FRJB", "price": "$60.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex-Child Vn000wwx6bt", "asin": "B078PQ3TL4", "price": "$70.01", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Loven Sneaker", "asin": "B08DXT8LPX", "price": "$29.50", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Adult Classic Slip-On Color Thoery Checkerboard Shoe", "asin": "B0DPFVSXDV", "price": "$34.04", "delivery": "$15.95 delivery May 6 - 7 Arrives before Mother's Day"}, {"title": "Unisex Adult FU Old Skool Sneakers", "asin": "B000KKNX5Y", "price": "$52.99", "delivery": "FREE delivery Tue, May 6"}, {"title": "Men's MN Asher Trainers", "asin": "B01NB9BAB8", "price": "$56.00", "delivery": "FREE delivery Tue, May 6"}, {"title": "Unisex Adult FU Authentic Sneakers", "asin": "B000UYAMB8", "price": "$34.11", "delivery": "$15.89 delivery Wed, May 7 Or fastest delivery May 5 - 6 Arrives before Mother's Day"}, {"title": "Men's YT Ward Trainers", "asin": "B07BN56WFL", "price": "$64.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Shoes", "asin": "B082PH6QF1", "price": "$21.24", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Adult FU Classic Slip-On Sneakers", "asin": "B000K7FTTK", "price": "$55.00", "delivery": "FREE delivery Tue, May 6 for Prime members Arrives before Mother's Day"}, {"title": "Adult Unisex Checkerboard Slip-On (BWW) BLK&WHTCHCKERBOARD/WHT VN000EYEBWW Mens 10, Womens 11.5", "asin": "B0161DLNY6", "price": "$43.05", "delivery": "$15.95 delivery May 6 - 7 Arrives before Mother's Day"}, {"title": "Women's Low-top Trainers Sneaker", "asin": "B07VJT5F5J", "price": "$58.99", "delivery": "FREE delivery Mon, May 12 Or fastest delivery Fri, May 9"}, {"title": "Women's Low-Top Sneakers", "asin": "B0B6FSDJP7", "price": "$81.34", "delivery": "FREE delivery Fri, May 16 Or fastest delivery Thu, May 8"}, {"title": "Women's Ryland Ls Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details", "asin": "B0D7QJ4D59", "price": "$70.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Asher Deluxe Slip-on Shoe | Comfortable Sneakers for Fashion, Walking & Everyday Wear", "asin": "B0DVG89GD2", "price": "$60.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's 515 V3 Sneaker", "asin": "B09YBJYNWR", "price": "$74.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex-Adult Authentic Sneaker", "asin": "B0BZTL9ML8", "price": "$40.78", "delivery": "$15.95 delivery May 6 - 7 Arrives before Mother's Day"}, {"title": "Classic Slip-On, Black Off White Checkerboard Size", "asin": "B0CK47V3BF", "delivery": ""}, {"title": "Women's Caldrone Shoe | Chunky Low-top Fashion Sneakers with Retro-Inspired Style", "asin": "B0D4MQNW53", "price": "$74.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Closed-Toe Trainers", "asin": "B076YQCMBR", "price": "$54.95", "delivery": "FREE delivery Tue, May 6"}, {"title": "Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Durable & Lightweight Footwear with Casual Style \u2013 True White / White", "asin": "B07PGHV1JV", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Authentic(tm) Core Classics Sneaker", "asin": "B0BY3TTRYQ", "price": "$58.88", "delivery": "$9.10 delivery May 7 - 9 Or fastest delivery May 6 - 8 Arrives before Mother's Day"}, {"title": "Women's Asher Platform Slip-On", "asin": "B07VBG1MDB", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Classic Slip-on Sneaker", "asin": "B0C2BD3DX8", "delivery": ""}, {"title": "Women's Chuck Taylor All Star Lift Platform Denim Fashion Sneakers", "asin": "B0B9HCPPVM", "price": "$66.11", "delivery": "FREE delivery Mon, May 5 Arrives before Mother's Day"}, {"title": "Women's Filmore Hi Sneaker", "asin": "B0DLCQW5QK", "price": "$80.01", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Atwood Low-top Sneaker", "asin": "B00K5OL26M", "price": "$60.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's UA Old Skool Sneakers", "asin": "B07H1MRVC2", "price": "$49.03", "delivery": "FREE delivery Tue, May 6 Arrives before Mother's Day"}, {"title": "Women's Asher Platform ST Trainers Sneaker", "asin": "B0C5923KDW", "price": "$73.99", "delivery": "FREE delivery Mon, May 5 Arrives before Mother's Day"}, {"title": "Women's Clipper Shoe", "asin": "B07CPJR6NY", "price": "$29.76", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Court Advance Sneaker", "asin": "B09ZGG6TQL", "price": "$50.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Adult Classic Slip-On Stackform Sneakers", "asin": "B09TT3B4RL", "price": "$80.00", "delivery": "$9.01 delivery May 7 - 9 Or fastest delivery May 6 - 8 Arrives before Mother's Day"}, {"title": "Women's Vn-0w7ndmo Sneaker", "asin": "B09HN9Z8QH", "price": "$39.95", "delivery": "FREE delivery May 8 - 12 Or fastest delivery Tue, May 6 Arrives before Mother's Day"}, {"title": "Men's Filmore Hi Trainers Sneaker", "asin": "B07LBF1293", "price": "$52.05", "delivery": "$15.95 delivery May 6 - 7 Arrives before Mother's Day"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:52:11.484Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:52:11.484Z
click_product
B089P1HNLC
rule
2025-05-02T03:52:11.484Z
click_product
B089P1HNLC
train
944
2025-05-02T03:52:11.484Z
click_product
B089P1HNLC
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} <|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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "promotion_items": [{"title": "Vans\nUnisex Adult FU Old Skool Sneakers", "asin": "B0020MMHBG", "price": "$70.00", "quantity": ""}, {"title": "Vans\nMen's Low-Top Sneakers", "asin": "B000UYJBP6", "price": "$39.90", "quantity": ""}, {"title": "Vans\nUnisex Adult Classic Slip-On Stackform Sneakers", "asin": "B0CDJH9W3Q", "price": "$70.00", "quantity": ""}, {"title": "Cull4U\nWomen's Laid Back Low-Top Sneaker Shoe", "asin": "B089P1HNLC", "price": "$26.99", "quantity": ""}, {"title": "Cull4U\nWomen's Classic Slip On Trainer Shoes", "asin": "B0B3NG3VQM", "price": "$26.99", "quantity": ""}, {"title": "Keds\nWomen's Triple Kick Canvas Sneaker", "asin": "B01NAN3OMO", "price": "$36.64", "quantity": ""}, {"title": "hash bubbie\nWomen's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Shoes", "asin": "B0BL2GDC74", "price": "$22.49", "quantity": ""}, {"title": "ZGR\nWomens High Top Canvas Sneakers,Lace-up Canvas Shoes,Casual Tennis Walking Shoes", "asin": "B0DBHJ8Z9F", "price": "$21.79", "quantity": ""}, {"title": "Keds\nWomen's Triple Kick Leather Sneaker", "asin": "B01NBOKRIX", "price": "$36.95", "quantity": ""}, {"title": "DREAM PAIRS\nLoafers for Women Casual Comfortable Slip On Flat Shoes Lightweight Leisure Work Shoes Comfort Walking Shoes", "asin": "B0DLW6PG4M", "price": "$34.19", "quantity": ""}], "search_results": [{"title": "Unisex Adult FU Old Skool Sneakers", "asin": "B0020MMHBG", "price": "$70.00", "delivery": "FREE delivery Tue, May 6 for Prime members Arrives before Mother's Day"}, {"title": "Women's Classic Slip On Trainer Shoes", "asin": "B0B3NG3VQM", "price": "$26.99", "delivery": "FREE delivery May 8 - 9 for Prime members Arrives before Mother's Day"}, {"title": "Womens White Sneakers Lace Up Canvas White Tennis Shoes Cozy Low Top Walking Shoes for Women", "asin": "B0C61GRQZ7", "price": "$24.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Laid Back Low-Top Sneaker Shoe", "asin": "B089P1HNLC", "price": "$26.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "No Show Socks Womens 6 Pairs Low Cut Invisible Ankle for Flats Sneakers Liner Loafer", "asin": "B07QRRH98D", "price": "$12.99", "delivery": " Two-Day FREE delivery Sat, May 3"}, {"title": "Women's Ward Platform Suede Trainers", "asin": "B0DJ1JFVWW", "price": "$60.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Laced Shoes", "asin": "B0D7QCNLHJ", "price": "$69.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Seldan Low-top Trainers", "asin": "B0C59558HF", "price": "$69.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Filmore Decon Sneaker", "asin": "B0DJ1FWCQX", "price": "$60.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, (Suede/Canvas) Black/White, 9", "asin": "B0949L65FH", "price": "$52.49", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Low-top Trainers Sneaker", "asin": "B08M484NLC", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker", "asin": "B0B4WBGSGF", "price": "$25.99", "delivery": "FREE delivery Mon, May 5 Arrives before Mother's Day"}, {"title": "Unisex NewRetro Low-Top Sneaker Shoe", "asin": "B0DJJXNM91", "price": "$26.99", "delivery": "FREE delivery Tue, May 6 for Prime members Arrives before Mother's Day Only 2 left in stock - order soon."}, {"title": "Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women", "asin": "B08LS7QKLX", "price": "$18.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "White PU Leather Sneakers for Women Low Top Lace Up Tennis Shoes Women's Fashion Casual Shoes Sneakers", "asin": "B0D31J8M7N", "price": "$22.87", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Asher Slip-on Sneaker", "asin": "B07PQ9HYKG", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Caldrone Trainers Sneaker", "asin": "B0CPLWWB7R", "price": "$70.87", "delivery": "$14.95 delivery May 12 - 15 Or fastest delivery May 9 - 14"}, {"title": "Women's Seldan Platform ST Shoe | Retro Tennis Inspired Sneakers for Fashion & Everyday Wear, Canvas Black, 8.5", "asin": "B0BHQ3PFYN", "price": "$74.95", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Cheery Comfort Plush Foam Sneaker", "asin": "B082Y3LM2H", "price": "$34.98", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes", "asin": "B0CP72VX4M", "price": "$21.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Stylish Slip On Sneakers No Laces Elastic Low Top Canvas Sneakers Trendy Flats Comfortable Casual Walking Shoes", "asin": "B09NXRLMPG", "price": "$39.99", "delivery": "FREE delivery Sun, May 4 Arrives before Mother's Day"}, {"title": "Womens White Canvas Sneakers Low Top Lace Up Canvas Shoes Fashion Comfortable", "asin": "B0CP5PYJX3", "price": "$21.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers", "asin": "B07YKBY5JC", "price": "$25.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's VL Court 3.0 Sneaker", "asin": "B0C2JXJS3M", "price": "$75.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex-Adult Authentic(tm) Core Classics", "asin": "B07L259VMR", "price": "$54.65", "delivery": "$8.92 delivery May 7 - 9 Or fastest delivery May 6 - 8 Arrives before Mother's Day"}, {"title": "Women's Brooklyn Ls Shoe | Low-top Sneakers for Everyday Wear, Walking, Work & Fashion", "asin": "B0D7QDCCLH", "price": "$70.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Sneaker", "asin": "B07PGH4W97", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Shoes", "asin": "B0BL2GDC74", "price": "$22.49", "delivery": "FREE delivery Thu, May 8 for Prime members Arrives before Mother's Day"}, {"title": "Canvas Shoes for Women White Canvas Sneakers Womens Casual Shoes Low Top Black Sneakers Comfortable Tennis Shoes", "asin": "B0C6JMPRWM", "price": "$20.99", "delivery": "FREE delivery Sun, May 4 Arrives before Mother's Day"}, {"title": "vn0a45nmiju1 - Filmore Decon Suede sonstige", "asin": "B08M43FRJB", "price": "$60.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex-Child Vn000wwx6bt", "asin": "B078PQ3TL4", "price": "$70.01", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Loven Sneaker", "asin": "B08DXT8LPX", "price": "$29.50", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Adult Classic Slip-On Color Thoery Checkerboard Shoe", "asin": "B0DPFVSXDV", "price": "$34.04", "delivery": "$15.95 delivery May 6 - 7 Arrives before Mother's Day"}, {"title": "Unisex Adult FU Old Skool Sneakers", "asin": "B000KKNX5Y", "price": "$52.99", "delivery": "FREE delivery Tue, May 6"}, {"title": "Men's MN Asher Trainers", "asin": "B01NB9BAB8", "price": "$56.00", "delivery": "FREE delivery Tue, May 6"}, {"title": "Unisex Adult FU Authentic Sneakers", "asin": "B000UYAMB8", "price": "$34.11", "delivery": "$15.89 delivery Wed, May 7 Or fastest delivery May 5 - 6 Arrives before Mother's Day"}, {"title": "Men's YT Ward Trainers", "asin": "B07BN56WFL", "price": "$64.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Shoes", "asin": "B082PH6QF1", "price": "$21.24", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Adult FU Classic Slip-On Sneakers", "asin": "B000K7FTTK", "price": "$55.00", "delivery": "FREE delivery Tue, May 6 for Prime members Arrives before Mother's Day"}, {"title": "Adult Unisex Checkerboard Slip-On (BWW) BLK&WHTCHCKERBOARD/WHT VN000EYEBWW Mens 10, Womens 11.5", "asin": "B0161DLNY6", "price": "$43.05", "delivery": "$15.95 delivery May 6 - 7 Arrives before Mother's Day"}, {"title": "Women's Low-top Trainers Sneaker", "asin": "B07VJT5F5J", "price": "$58.99", "delivery": "FREE delivery Mon, May 12 Or fastest delivery Fri, May 9"}, {"title": "Women's Low-Top Sneakers", "asin": "B0B6FSDJP7", "price": "$81.34", "delivery": "FREE delivery Fri, May 16 Or fastest delivery Thu, May 8"}, {"title": "Women's Ryland Ls Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details", "asin": "B0D7QJ4D59", "price": "$70.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Asher Deluxe Slip-on Shoe | Comfortable Sneakers for Fashion, Walking & Everyday Wear", "asin": "B0DVG89GD2", "price": "$60.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's 515 V3 Sneaker", "asin": "B09YBJYNWR", "price": "$74.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex-Adult Authentic Sneaker", "asin": "B0BZTL9ML8", "price": "$40.78", "delivery": "$15.95 delivery May 6 - 7 Arrives before Mother's Day"}, {"title": "Classic Slip-On, Black Off White Checkerboard Size", "asin": "B0CK47V3BF", "delivery": ""}, {"title": "Women's Caldrone Shoe | Chunky Low-top Fashion Sneakers with Retro-Inspired Style", "asin": "B0D4MQNW53", "price": "$74.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Closed-Toe Trainers", "asin": "B076YQCMBR", "price": "$54.95", "delivery": "FREE delivery Tue, May 6"}, {"title": "Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Durable & Lightweight Footwear with Casual Style \u2013 True White / White", "asin": "B07PGHV1JV", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Authentic(tm) Core Classics Sneaker", "asin": "B0BY3TTRYQ", "price": "$58.88", "delivery": "$9.10 delivery May 7 - 9 Or fastest delivery May 6 - 8 Arrives before Mother's Day"}, {"title": "Women's Asher Platform Slip-On", "asin": "B07VBG1MDB", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Classic Slip-on Sneaker", "asin": "B0C2BD3DX8", "delivery": ""}, {"title": "Women's Chuck Taylor All Star Lift Platform Denim Fashion Sneakers", "asin": "B0B9HCPPVM", "price": "$66.11", "delivery": "FREE delivery Mon, May 5 Arrives before Mother's Day"}, {"title": "Women's Filmore Hi Sneaker", "asin": "B0DLCQW5QK", "price": "$80.01", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Atwood Low-top Sneaker", "asin": "B00K5OL26M", "price": "$60.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's UA Old Skool Sneakers", "asin": "B07H1MRVC2", "price": "$49.03", "delivery": "FREE delivery Tue, May 6 Arrives before Mother's Day"}, {"title": "Women's Asher Platform ST Trainers Sneaker", "asin": "B0C5923KDW", "price": "$73.99", "delivery": "FREE delivery Mon, May 5 Arrives before Mother's Day"}, {"title": "Women's Clipper Shoe", "asin": "B07CPJR6NY", "price": "$29.76", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Women's Court Advance Sneaker", "asin": "B09ZGG6TQL", "price": "$50.00", "delivery": " Two-Day FREE delivery Sat, May 3 Arrives before Mother's Day"}, {"title": "Unisex Adult Classic Slip-On Stackform Sneakers", "asin": "B09TT3B4RL", "price": "$80.00", "delivery": "$9.01 delivery May 7 - 9 Or fastest delivery May 6 - 8 Arrives before Mother's Day"}, {"title": "Women's Vn-0w7ndmo Sneaker", "asin": "B09HN9Z8QH", "price": "$39.95", "delivery": "FREE delivery May 8 - 12 Or fastest delivery Tue, May 6 Arrives before Mother's Day"}, {"title": "Men's Filmore Hi Trainers Sneaker", "asin": "B07LBF1293", "price": "$52.05", "delivery": "$15.95 delivery May 6 - 7 Arrives before Mother's Day"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:52:11.484Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\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\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1JFVWW\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$41.12\", \"quantity\": \"\"},\n{\"title\": \"WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38\", \"asin\": \"B0C6XPLSPG\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9\", \"asin\": \"B07F77Q78K\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Rothy's The Original Slip On Sneaker Women's Casual Fashion Shoes, Sand Light Beige, Made from Recycled Plastic Bottles & Machine Washable, Size 10.5\", \"asin\": \"B0D6BW7Z24\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Rothy's The Lace Up Sneaker Women's, Casual Fashion Shoes, Blonde, Made from Recycled Plastic Bottles & Machine Washable, Size 7\", \"asin\": \"B0DJ14PFNG\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Rothy's The Weekend Slide Women's Slip-On Shoes, Comfortable Sandals, Oat, Made From Recycled Plastic Bottles & Machine Washable, Size 7.5\", \"asin\": \"B0DL9QR9G1\", \"price\": \"$139.00\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US5.5)\", \"asin\": \"B08PXXLYSK\", \"price\": \"$14.69\", \"quantity\": \"\"},\n{\"title\": \"WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38\", \"asin\": \"B0C6XPLSPG\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9\", \"asin\": \"B07F77Q78K\", \"price\": \"$99.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:53:08.892Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": 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"2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} <|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": "vans shoes women"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1JFVWW"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "$41.12", "quantity": ""}, {"title": "WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38", "asin": "B0C6XPLSPG", "price": "$41.99", "quantity": ""}, {"title": "OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9", "asin": "B07F77Q78K", "price": "$99.95", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Rothy's The Original Slip On Sneaker Women's Casual Fashion Shoes, Sand Light Beige, Made from Recycled Plastic Bottles & Machine Washable, Size 10.5", "asin": "B0D6BW7Z24", "price": "$99.00", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Rothy's The Lace Up Sneaker Women's, Casual Fashion Shoes, Blonde, Made from Recycled Plastic Bottles & Machine Washable, Size 7", "asin": "B0DJ14PFNG", "price": "$149.00", "quantity": ""}, {"title": "Rothy's The Weekend Slide Women's Slip-On Shoes, Comfortable Sandals, Oat, Made From Recycled Plastic Bottles & Machine Washable, Size 7.5", "asin": "B0DL9QR9G1", "price": "$139.00", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US5.5)", "asin": "B08PXXLYSK", "price": "$14.69", "quantity": ""}, {"title": "WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38", "asin": "B0C6XPLSPG", "price": "$41.99", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9", "asin": "B07F77Q78K", "price": "$99.95", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:53:08.892Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:53:08.892Z
click
product_option
rule
2025-05-02T03:53:08.892Z
click
product_option
train
945
2025-05-02T03:53:08.892Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", 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"product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} <|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": "vans shoes women"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1JFVWW"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "$41.12", "quantity": ""}, {"title": "WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38", "asin": "B0C6XPLSPG", "price": "$41.99", "quantity": ""}, {"title": "OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9", "asin": "B07F77Q78K", "price": "$99.95", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Rothy's The Original Slip On Sneaker Women's Casual Fashion Shoes, Sand Light Beige, Made from Recycled Plastic Bottles & Machine Washable, Size 10.5", "asin": "B0D6BW7Z24", "price": "$99.00", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Rothy's The Lace Up Sneaker Women's, Casual Fashion Shoes, Blonde, Made from Recycled Plastic Bottles & Machine Washable, Size 7", "asin": "B0DJ14PFNG", "price": "$149.00", "quantity": ""}, {"title": "Rothy's The Weekend Slide Women's Slip-On Shoes, Comfortable Sandals, Oat, Made From Recycled Plastic Bottles & Machine Washable, Size 7.5", "asin": "B0DL9QR9G1", "price": "$139.00", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US5.5)", "asin": "B08PXXLYSK", "price": "$14.69", "quantity": ""}, {"title": "WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38", "asin": "B0C6XPLSPG", "price": "$41.99", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9", "asin": "B07F77Q78K", "price": "$99.95", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:53:08.892Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": 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This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1JFVWW\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$41.12\", \"quantity\": \"\"},\n{\"title\": \"WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38\", \"asin\": \"B0C6XPLSPG\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9\", \"asin\": \"B07F77Q78K\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Rothy's The Original Slip On Sneaker Women's Casual Fashion Shoes, Sand Light Beige, Made from Recycled Plastic Bottles & Machine Washable, Size 10.5\", \"asin\": \"B0D6BW7Z24\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Rothy's The Lace Up Sneaker Women's, Casual Fashion Shoes, Blonde, Made from Recycled Plastic Bottles & Machine Washable, Size 7\", \"asin\": \"B0DJ14PFNG\", \"price\": \"$149.00\", \"quantity\": \"\"},\n{\"title\": \"Rothy's The Weekend Slide Women's Slip-On Shoes, Comfortable Sandals, Oat, Made From Recycled Plastic Bottles & Machine Washable, Size 7.5\", \"asin\": \"B0DL9QR9G1\", \"price\": \"$139.00\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US5.5)\", \"asin\": \"B08PXXLYSK\", \"price\": \"$14.69\", \"quantity\": \"\"},\n{\"title\": \"WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38\", \"asin\": \"B0C6XPLSPG\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9\", \"asin\": \"B07F77Q78K\", \"price\": \"$99.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:53:10.166Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1JFVWW"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "$41.12", "quantity": ""}, {"title": "WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38", "asin": "B0C6XPLSPG", "price": "$41.99", "quantity": ""}, {"title": "OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9", "asin": "B07F77Q78K", "price": "$99.95", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Rothy's The Original Slip On Sneaker Women's Casual Fashion Shoes, Sand Light Beige, Made from Recycled Plastic Bottles & Machine Washable, Size 10.5", "asin": "B0D6BW7Z24", "price": "$99.00", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Rothy's The Lace Up Sneaker Women's, Casual Fashion Shoes, Blonde, Made from Recycled Plastic Bottles & Machine Washable, Size 7", "asin": "B0DJ14PFNG", "price": "$149.00", "quantity": ""}, {"title": "Rothy's The Weekend Slide Women's Slip-On Shoes, Comfortable Sandals, Oat, Made From Recycled Plastic Bottles & Machine Washable, Size 7.5", "asin": "B0DL9QR9G1", "price": "$139.00", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US5.5)", "asin": "B08PXXLYSK", "price": "$14.69", "quantity": ""}, {"title": "WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38", "asin": "B0C6XPLSPG", "price": "$41.99", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9", "asin": "B07F77Q78K", "price": "$99.95", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:53:10.166Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:53:10.166Z
click
product_option
rule
2025-05-02T03:53:10.166Z
click
product_option
train
946
2025-05-02T03:53:10.166Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1JFVWW"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "$41.12", "quantity": ""}, {"title": "WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38", "asin": "B0C6XPLSPG", "price": "$41.99", "quantity": ""}, {"title": "OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9", "asin": "B07F77Q78K", "price": "$99.95", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Rothy's The Original Slip On Sneaker Women's Casual Fashion Shoes, Sand Light Beige, Made from Recycled Plastic Bottles & Machine Washable, Size 10.5", "asin": "B0D6BW7Z24", "price": "$99.00", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""}, {"title": "Rothy's The Lace Up Sneaker Women's, Casual Fashion Shoes, Blonde, Made from Recycled Plastic Bottles & Machine Washable, Size 7", "asin": "B0DJ14PFNG", "price": "$149.00", "quantity": ""}, {"title": "Rothy's The Weekend Slide Women's Slip-On Shoes, Comfortable Sandals, Oat, Made From Recycled Plastic Bottles & Machine Washable, Size 7.5", "asin": "B0DL9QR9G1", "price": "$139.00", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US5.5)", "asin": "B08PXXLYSK", "price": "$14.69", "quantity": ""}, {"title": "WHITIN Women's Barefoot Shoes Minimalist Wide Width Toe Box Fashion Sneakers Zero Drop Size 7.5 Gym Athletic Running Walking Workout W81 Flat Pink 38", "asin": "B0C6XPLSPG", "price": "$41.99", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}, {"title": "OLUKAI Pehuea Li Women's Slip On Sneakers, Casual Everyday Shoes with Drop-in Heel & Breathable Mesh Design, Lightweight & All-Day Comfort, Tapa/Tapa, 9", "asin": "B07F77Q78K", "price": "$99.95", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:53:10.166Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"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\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n{\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Sam Edelman Women's Pippy\", \"asin\": \"B0CNKVXMS7\", \"price\": \"$87.94\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Navy, Numeric_8)\", \"asin\": \"B08LSBMWXL\", \"price\": \"$18.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:53:24.601Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", 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"product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Sam Edelman Women's Pippy", "asin": "B0CNKVXMS7", "price": "$87.94", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Navy, Numeric_8)", "asin": "B08LSBMWXL", "price": "$18.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:53:24.601Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:53:24.601Z
click
product_option
rule
2025-05-02T03:53:24.601Z
click
product_option
train
947
2025-05-02T03:53:24.601Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Sam Edelman Women's Pippy", "asin": "B0CNKVXMS7", "price": "$87.94", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Navy, Numeric_8)", "asin": "B08LSBMWXL", "price": "$18.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:53:24.601Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"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\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n{\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Sam Edelman Women's Pippy\", \"asin\": \"B0CNKVXMS7\", \"price\": \"$87.94\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Navy, Numeric_8)\", \"asin\": \"B08LSBMWXL\", \"price\": \"$18.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:53:25.756Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": 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"2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Sam Edelman Women's Pippy", "asin": "B0CNKVXMS7", "price": "$87.94", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Navy, Numeric_8)", "asin": "B08LSBMWXL", "price": "$18.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:53:25.756Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:53:25.756Z
click
product_option
rule
2025-05-02T03:53:25.756Z
click
product_option
train
948
2025-05-02T03:53:25.756Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", 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"product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Sam Edelman Women's Pippy", "asin": "B0CNKVXMS7", "price": "$87.94", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Navy, Numeric_8)", "asin": "B08LSBMWXL", "price": "$18.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:53:25.756Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": 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This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1GRRFH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42\", \"asin\": \"B0BS5F9C27\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,6)\", \"asin\": \"B0CP72VX4M\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US9)\", \"asin\": \"B09YTTMSF3\", \"price\": \"$18.90\", \"quantity\": \"\"},\n{\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)\", \"asin\": \"B08LSG5V7Z\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US6)\", \"asin\": \"B09YTSGBCC\", \"price\": \"$18.90\", \"quantity\": \"\"},\n{\"title\": \"Cull4U Women's Laid Back Low-Top Sneaker Shoe (6.5 M US,Yellow)\", \"asin\": \"B089NZDSF3\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker Shoes\\uff08Yellow,US7\\uff09\", \"asin\": \"B0CRVF19K8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Navy Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Navy,7.5)\", \"asin\": \"B0CY29RXY4\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42\", \"asin\": \"B0BS5F9C27\", \"price\": \"$41.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:53:29.561Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1GRRFH"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""}, {"title": "WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42", "asin": "B0BS5F9C27", "price": "$41.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,6)", "asin": "B0CP72VX4M", "price": "$21.99", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$21.99", "quantity": ""}, {"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US9)", "asin": "B09YTTMSF3", "price": "$18.90", "quantity": ""}, {"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US6)", "asin": "B09YTSGBCC", "price": "$18.90", "quantity": ""}, {"title": "Cull4U Women's Laid Back Low-Top Sneaker Shoe (6.5 M US,Yellow)", "asin": "B089NZDSF3", "price": "$26.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker Shoes\uff08Yellow,US7\uff09", "asin": "B0CRVF19K8", "price": "$19.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Navy Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Navy,7.5)", "asin": "B0CY29RXY4", "price": "$21.99", "quantity": ""}, {"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$21.99", "quantity": ""}, {"title": "WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42", "asin": "B0BS5F9C27", "price": "$41.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:53:29.561Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:53:29.561Z
click
product_option
rule
2025-05-02T03:53:29.561Z
click
product_option
train
949
2025-05-02T03:53:29.561Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1GRRFH"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""}, {"title": "WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42", "asin": "B0BS5F9C27", "price": "$41.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,6)", "asin": "B0CP72VX4M", "price": "$21.99", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$21.99", "quantity": ""}, {"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US9)", "asin": "B09YTTMSF3", "price": "$18.90", "quantity": ""}, {"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US6)", "asin": "B09YTSGBCC", "price": "$18.90", "quantity": ""}, {"title": "Cull4U Women's Laid Back Low-Top Sneaker Shoe (6.5 M US,Yellow)", "asin": "B089NZDSF3", "price": "$26.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker Shoes\uff08Yellow,US7\uff09", "asin": "B0CRVF19K8", "price": "$19.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Navy Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Navy,7.5)", "asin": "B0CY29RXY4", "price": "$21.99", "quantity": ""}, {"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$21.99", "quantity": ""}, {"title": "WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42", "asin": "B0BS5F9C27", "price": "$41.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:53:29.561Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"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\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1GRRFH\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42\", \"asin\": \"B0BS5F9C27\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,6)\", \"asin\": \"B0CP72VX4M\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US9)\", \"asin\": \"B09YTTMSF3\", \"price\": \"$18.90\", \"quantity\": \"\"},\n{\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)\", \"asin\": \"B08LSG5V7Z\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US6)\", \"asin\": \"B09YTSGBCC\", \"price\": \"$18.90\", \"quantity\": \"\"},\n{\"title\": \"Cull4U Women's Laid Back Low-Top Sneaker Shoe (6.5 M US,Yellow)\", \"asin\": \"B089NZDSF3\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker Shoes\\uff08Yellow,US7\\uff09\", \"asin\": \"B0CRVF19K8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Navy Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Navy,7.5)\", \"asin\": \"B0CY29RXY4\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42\", \"asin\": \"B0BS5F9C27\", \"price\": \"$41.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:53:31.247Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", 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"product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1GRRFH"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""}, {"title": "WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42", "asin": "B0BS5F9C27", "price": "$41.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,6)", "asin": "B0CP72VX4M", "price": "$21.99", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$21.99", "quantity": ""}, {"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US9)", "asin": "B09YTTMSF3", "price": "$18.90", "quantity": ""}, {"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US6)", "asin": "B09YTSGBCC", "price": "$18.90", "quantity": ""}, {"title": "Cull4U Women's Laid Back Low-Top Sneaker Shoe (6.5 M US,Yellow)", "asin": "B089NZDSF3", "price": "$26.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker Shoes\uff08Yellow,US7\uff09", "asin": "B0CRVF19K8", "price": "$19.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Navy Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Navy,7.5)", "asin": "B0CY29RXY4", "price": "$21.99", "quantity": ""}, {"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$21.99", "quantity": ""}, {"title": "WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42", "asin": "B0BS5F9C27", "price": "$41.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:53:31.247Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:53:31.247Z
click
product_option
rule
2025-05-02T03:53:31.247Z
click
product_option
train
950
2025-05-02T03:53:31.247Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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Amazon page you are looking at. This Amazon page is the context you observed after performing your last action. "search_term": [{"term": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1GRRFH"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""}, {"title": "WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42", "asin": "B0BS5F9C27", "price": "$41.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,6)", "asin": "B0CP72VX4M", "price": "$21.99", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$21.99", "quantity": ""}, {"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US9)", "asin": "B09YTTMSF3", "price": "$18.90", "quantity": ""}, {"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (8, Black, Numeric_8)", "asin": "B08LSG5V7Z", "price": "$18.99", "quantity": ""}, {"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US6)", "asin": "B09YTSGBCC", "price": "$18.90", "quantity": ""}, {"title": "Cull4U Women's Laid Back Low-Top Sneaker Shoe (6.5 M US,Yellow)", "asin": "B089NZDSF3", "price": "$26.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker Shoes\uff08Yellow,US7\uff09", "asin": "B0CRVF19K8", "price": "$19.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Navy Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Navy,7.5)", "asin": "B0CY29RXY4", "price": "$21.99", "quantity": ""}, {"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$21.99", "quantity": ""}, {"title": "WHITIN Women's Barefoot Minimalist Shoes Wide Width Toe Box Fashion Sneakers Zero Drop Size 11 Road Running Walking Tennis W81 Flat Gym Yellow 42", "asin": "B0BS5F9C27", "price": "$41.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:53:31.247Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"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\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n{\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:24.875Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:24.875Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:54:24.875Z
click
review
rule
2025-05-02T03:54:24.875Z
click
review
train
951
2025-05-02T03:54:24.875Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:24.875Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"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\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n{\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:27.477Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} 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"action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:27.477Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:54:27.477Z
click
review
rule
2025-05-02T03:54:27.477Z
click
review
train
952
2025-05-02T03:54:27.477Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:27.477Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"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\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n{\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:31.525Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:31.525Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:54:31.525Z
click
review
rule
2025-05-02T03:54:31.525Z
click
review
train
953
2025-05-02T03:54:31.525Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", 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"product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:31.525Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": 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\"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\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n{\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:36.525Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:36.525Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:54:36.525Z
click
review
rule
2025-05-02T03:54:36.525Z
click
review
train
954
2025-05-02T03:54:36.525Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": 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"2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:36.525Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"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\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n{\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:37.872Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", 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{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:37.872Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:54:37.872Z
click
review
rule
2025-05-02T03:54:37.872Z
click
review
train
955
2025-05-02T03:54:37.872Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:37.872Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"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\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n{\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:38.761Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:38.761Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:54:38.761Z
click
review
rule
2025-05-02T03:54:38.761Z
click
review
train
956
2025-05-02T03:54:38.761Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:38.761Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": 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\"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"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\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n{\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:39.827Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:39.827Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:54:39.827Z
click
review
rule
2025-05-02T03:54:39.827Z
click
review
train
957
2025-05-02T03:54:39.827Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", 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"2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:39.827Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"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\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n{\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:42.045Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:42.045Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:54:42.045Z
click
review
rule
2025-05-02T03:54:42.045Z
click
review
train
958
2025-05-02T03:54:42.045Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} 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{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:42.045Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"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\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n{\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:45.300Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:45.300Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:54:45.300Z
click
review
rule
2025-05-02T03:54:45.300Z
click
review
train
959
2025-05-02T03:54:45.300Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": 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"2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:45.300Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"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\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n{\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:46.875Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", 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"product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:46.875Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:54:46.875Z
click
review
rule
2025-05-02T03:54:46.875Z
click
review
train
960
2025-05-02T03:54:46.875Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:54:46.875Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"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\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n{\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:56:01.559Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:56:01.559Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:56:01.559Z
click
product_option
rule
2025-05-02T03:56:01.559Z
click
product_option
train
961
2025-05-02T03:56:01.559Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": 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"2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:56:01.559Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"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\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n{\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:56:18.459Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:56:18.459Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:56:18.459Z
click
review
rule
2025-05-02T03:56:18.459Z
click
review
train
962
2025-05-02T03:56:18.459Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} 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<|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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:56:18.459Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": 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context will be the JSON string 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\"search_term\": [{\"term\": \"vans shoes women\"}],\n\"cart_items\": [{\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Vans Women's Ward Platform Suede Trainers\"},\n{\"price\": \"$60.00\"},\n{\"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"},\n{\"asin\": \"B0DJ1J7DDN\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7\"},\n{\"Color\": \"Canvas Sepia Rose\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n{\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n{\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n{\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:57:22.247Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:57:22.247Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-02T03:57:22.247Z
purchase
B0DJ1J7DDN
rule
2025-05-02T03:57:22.247Z
purchase
B0DJ1J7DDN
train
963
2025-05-02T03:57:22.247Z
purchase
B0DJ1J7DDN
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"} {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "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": "vans shoes women"}], "cart_items": [{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}], "product_details": [{"title": "Vans Women's Ward Platform Suede Trainers"}, {"price": "$60.00"}, {"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."}, {"asin": "B0DJ1J7DDN"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "7"}, {"Color": "Canvas Sepia Rose"}], "promotion_items": [{"title": "", "asin": "", "price": "$28.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}, {"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""}, {"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""}, {"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""}, {"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""}, {"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""}, {"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""}, {"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""}, {"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}, {"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-02T03:57:22.247Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\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\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:09:15.391Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} <|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 final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T01:09:15.391Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T01:09:15.391Z
click
nav_bar
rule
2025-05-05T01:09:15.391Z
click
nav_bar
train
964
2025-05-05T01:09:15.391Z
click
nav_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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} <|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 final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T01:09:15.391Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_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\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\"},\n{\"price\": \"$21.49\"},\n{\"bullet_list\": \"PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion.\"},\n{\"asin\": \"B0DRY4ZXBM\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"5\"},\n{\"Color\": \"Black\"}],\n\"promotion_items\": [{\"title\": \"DREAM PAIRS Loafers for Women Casual Comfortable Slip On Flat Lightweight Leisure Work Shoe Comfort Walking Shoes,Size 6.5,Black-Pu,DWUMSP2501\", \"asin\": \"B0DLW6YY67\", \"price\": \"$34.19\", \"quantity\": \"\"},\n{\"title\": \"Vespiero Loafers for Women Comfortable Slip on Work Flats Shoes Womens Dressy Casual Walking Shoes Beige Knit Fabric Size 9\", \"asin\": \"B0D4V9BNVX\", \"price\": \"$35.14\", \"quantity\": \"\"},\n{\"title\": \"ABEJOJO Women's Loafer Shoes, Comfortable Slip on Casual Flat Penny Shoes for Walking, Driving, Dressy (Black PU 6.5)\", \"asin\": \"B0DPTDJ7Q1\", \"price\": \"$34.19\", \"quantity\": \"\"},\n{\"title\": \"DeYashopin Women's Loafer Shoes Leisure Slip On Work Shoes Comfort Walking Flats Black Velvet 7\", \"asin\": \"B0B916CFW8\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"BGSTGUDS Women's Wide Loafers Shoes Cute Dressy Shoes Ladies Comfort Slip Ons Work Shoes, Black, Size 11W\", \"asin\": \"B0BM5LNQNS\", \"price\": \"$33.19\", \"quantity\": \"\"},\n{\"title\": \"Gasfly Women's Business Loafers Work Casual Flats Shoes Comfortable & Lightweight Penny Shoes PU Leather Slip On Walking Shoes\", \"asin\": \"B0D8424VZ6\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Ecetana Womens Flats Shoes Dressy: Round Toe Bowknot Suede Foldable Comfortable Casual Slip On Ballet Loafers Black\", \"asin\": \"B0DS5GGRZ9\", \"price\": \"$19.70\", \"quantity\": \"\"},\n{\"title\": \"Vespiero Loafers for Women Comfortable Slip on Work Flats Shoes Womens Dressy Casual Walking Shoes Navy Blue Knit Fabric Size 8\", \"asin\": \"B0D4V8RZMM\", \"price\": \"$35.14\", \"quantity\": \"\"},\n{\"title\": \"DREAM PAIRS Loafers for Women Casual Comfortable Slip On Flat Lightweight Leisure Work Shoe Comfort Walking Shoes,Size 9.5,Black-Suede,DWUMSP2501\", \"asin\": \"B0DLW55WB9\", \"price\": \"$34.19\", \"quantity\": \"\"},\n{\"title\": \"HEAWISH Women's Black Loafers Floral Ballet Flats Shoes,Pu Leather Dress Shoes with Heel Comfortable Slip on Loafer(Black,US7)\", \"asin\": \"B0CTZV623P\", \"price\": \"$25.10\", \"quantity\": \"\"},\n{\"title\": \"Gasfly Women's Business Loafers Work Casual Flats Shoes Comfortable & Lightweight Penny Shoes PU Leather Slip On Walking Shoes\", \"asin\": \"B0D8424VZ6\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Lightweight Knitted Loafers Casual Flat Shoes Comfortable Boat Shoes Flat Bottomed Breathable Shoes-Brown-8\", \"asin\": \"B0DC2SW5FD\", \"price\": \"$29.69\", \"quantity\": \"\"},\n{\"title\": \"Ortho+rest Women Orthopedic Dress Shoes Bunions Loafers Slip On Orthotic Shoes (7.5,Black PU)\", \"asin\": \"B0CMXDKF9J\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"VenusCelia Women's Serenity Breathable Lace Upper Flat (6.5 M US,Black)\", \"asin\": \"B0CPVQCPR3\", \"price\": \"$35.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:09:27.451Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", 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"action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_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": ""}], "product_details": [{"title": "Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office"}, {"price": "$21.49"}, {"bullet_list": "PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion."}, {"asin": "B0DRY4ZXBM"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "5"}, {"Color": "Black"}], "promotion_items": [{"title": "DREAM PAIRS Loafers for Women Casual Comfortable Slip On Flat Lightweight Leisure Work Shoe Comfort Walking Shoes,Size 6.5,Black-Pu,DWUMSP2501", "asin": "B0DLW6YY67", "price": "$34.19", "quantity": ""}, {"title": "Vespiero Loafers for Women Comfortable Slip on Work Flats Shoes Womens Dressy Casual Walking Shoes Beige Knit Fabric Size 9", "asin": "B0D4V9BNVX", "price": "$35.14", "quantity": ""}, {"title": "ABEJOJO Women's Loafer Shoes, Comfortable Slip on Casual Flat Penny Shoes for Walking, Driving, Dressy (Black PU 6.5)", "asin": "B0DPTDJ7Q1", "price": "$34.19", "quantity": ""}, {"title": "DeYashopin Women's Loafer Shoes Leisure Slip On Work Shoes Comfort Walking Flats Black Velvet 7", "asin": "B0B916CFW8", "price": "$37.99", "quantity": ""}, {"title": "BGSTGUDS Women's Wide Loafers Shoes Cute Dressy Shoes Ladies Comfort Slip Ons Work Shoes, Black, Size 11W", "asin": "B0BM5LNQNS", "price": "$33.19", "quantity": ""}, {"title": "Gasfly Women's Business Loafers Work Casual Flats Shoes Comfortable & Lightweight Penny Shoes PU Leather Slip On Walking Shoes", "asin": "B0D8424VZ6", "price": "$45.99", "quantity": ""}, {"title": "Ecetana Womens Flats Shoes Dressy: Round Toe Bowknot Suede Foldable Comfortable Casual Slip On Ballet Loafers Black", "asin": "B0DS5GGRZ9", "price": "$19.70", "quantity": ""}, {"title": "Vespiero Loafers for Women Comfortable Slip on Work Flats Shoes Womens Dressy Casual Walking Shoes Navy Blue Knit Fabric Size 8", "asin": "B0D4V8RZMM", "price": "$35.14", "quantity": ""}, {"title": "DREAM PAIRS Loafers for Women Casual Comfortable Slip On Flat Lightweight Leisure Work Shoe Comfort Walking Shoes,Size 9.5,Black-Suede,DWUMSP2501", "asin": "B0DLW55WB9", "price": "$34.19", "quantity": ""}, {"title": "HEAWISH Women's Black Loafers Floral Ballet Flats Shoes,Pu Leather Dress Shoes with Heel Comfortable Slip on Loafer(Black,US7)", "asin": "B0CTZV623P", "price": "$25.10", "quantity": ""}, {"title": "Gasfly Women's Business Loafers Work Casual Flats Shoes Comfortable & Lightweight Penny Shoes PU Leather Slip On Walking Shoes", "asin": "B0D8424VZ6", "price": "$45.99", "quantity": ""}, {"title": "Women's Lightweight Knitted Loafers Casual Flat Shoes Comfortable Boat Shoes Flat Bottomed Breathable Shoes-Brown-8", "asin": "B0DC2SW5FD", "price": "$29.69", "quantity": ""}, {"title": "Ortho+rest Women Orthopedic Dress Shoes Bunions Loafers Slip On Orthotic Shoes (7.5,Black PU)", "asin": "B0CMXDKF9J", "price": "$59.99", "quantity": ""}, {"title": "VenusCelia Women's Serenity Breathable Lace Upper Flat (6.5 M US,Black)", "asin": "B0CPVQCPR3", "price": "$35.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T01:09:27.451Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T01:09:27.451Z
click
product_option
rule
2025-05-05T01:09:27.451Z
click
product_option
train
965
2025-05-05T01:09:27.451Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_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": ""}], "product_details": [{"title": "Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office"}, {"price": "$21.49"}, {"bullet_list": "PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion."}, {"asin": "B0DRY4ZXBM"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "5"}, {"Color": "Black"}], "promotion_items": [{"title": "DREAM PAIRS Loafers for Women Casual Comfortable Slip On Flat Lightweight Leisure Work Shoe Comfort Walking Shoes,Size 6.5,Black-Pu,DWUMSP2501", "asin": "B0DLW6YY67", "price": "$34.19", "quantity": ""}, {"title": "Vespiero Loafers for Women Comfortable Slip on Work Flats Shoes Womens Dressy Casual Walking Shoes Beige Knit Fabric Size 9", "asin": "B0D4V9BNVX", "price": "$35.14", "quantity": ""}, {"title": "ABEJOJO Women's Loafer Shoes, Comfortable Slip on Casual Flat Penny Shoes for Walking, Driving, Dressy (Black PU 6.5)", "asin": "B0DPTDJ7Q1", "price": "$34.19", "quantity": ""}, {"title": "DeYashopin Women's Loafer Shoes Leisure Slip On Work Shoes Comfort Walking Flats Black Velvet 7", "asin": "B0B916CFW8", "price": "$37.99", "quantity": ""}, {"title": "BGSTGUDS Women's Wide Loafers Shoes Cute Dressy Shoes Ladies Comfort Slip Ons Work Shoes, Black, Size 11W", "asin": "B0BM5LNQNS", "price": "$33.19", "quantity": ""}, {"title": "Gasfly Women's Business Loafers Work Casual Flats Shoes Comfortable & Lightweight Penny Shoes PU Leather Slip On Walking Shoes", "asin": "B0D8424VZ6", "price": "$45.99", "quantity": ""}, {"title": "Ecetana Womens Flats Shoes Dressy: Round Toe Bowknot Suede Foldable Comfortable Casual Slip On Ballet Loafers Black", "asin": "B0DS5GGRZ9", "price": "$19.70", "quantity": ""}, {"title": "Vespiero Loafers for Women Comfortable Slip on Work Flats Shoes Womens Dressy Casual Walking Shoes Navy Blue Knit Fabric Size 8", "asin": "B0D4V8RZMM", "price": "$35.14", "quantity": ""}, {"title": "DREAM PAIRS Loafers for Women Casual Comfortable Slip On Flat Lightweight Leisure Work Shoe Comfort Walking Shoes,Size 9.5,Black-Suede,DWUMSP2501", "asin": "B0DLW55WB9", "price": "$34.19", "quantity": ""}, {"title": "HEAWISH Women's Black Loafers Floral Ballet Flats Shoes,Pu Leather Dress Shoes with Heel Comfortable Slip on Loafer(Black,US7)", "asin": "B0CTZV623P", "price": "$25.10", "quantity": ""}, {"title": "Gasfly Women's Business Loafers Work Casual Flats Shoes Comfortable & Lightweight Penny Shoes PU Leather Slip On Walking Shoes", "asin": "B0D8424VZ6", "price": "$45.99", "quantity": ""}, {"title": "Women's Lightweight Knitted Loafers Casual Flat Shoes Comfortable Boat Shoes Flat Bottomed Breathable Shoes-Brown-8", "asin": "B0DC2SW5FD", "price": "$29.69", "quantity": ""}, {"title": "Ortho+rest Women Orthopedic Dress Shoes Bunions Loafers Slip On Orthotic Shoes (7.5,Black PU)", "asin": "B0CMXDKF9J", "price": "$59.99", "quantity": ""}, {"title": "VenusCelia Women's Serenity Breathable Lace Upper Flat (6.5 M US,Black)", "asin": "B0CPVQCPR3", "price": "$35.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T01:09:27.451Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", 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\"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"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\"search_term\": [{\"term\": \"women+professional+tops\"}],\n\"product_details\": [{\"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"},\n{\"price\": \"$14.99\"},\n{\"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"},\n{\"asin\": \"B0DSG2LCX2\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"XX-Small\"},\n{\"Color\": \"5288_navy Blue\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$45.46\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S\", \"asin\": \"B0D183YLTN\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket\", \"asin\": \"B0CZHTPNJG\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Odosalii Womens Blouses,Business Casual Outfits V Neck Long Sleeve Shirts Button Down Three Quarter Sleeves Blouse Professional Work Shirts Spring Clothes Tops Teal\", \"asin\": \"B0BR8QQKY4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$26.09\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium\", \"asin\": \"B0DKT56XLF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket\", \"asin\": \"B0CZHTPNJG\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:57:05.985Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "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": "women+professional+tops"}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"}, {"price": "$14.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0DSG2LCX2"}], "product_quantity": [{"quantity": "1 "}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.46", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S", "asin": "B0D183YLTN", "price": "$19.97", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket", "asin": "B0CZHTPNJG", "price": "$22.99", "quantity": ""}, {"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""}, {"title": "Odosalii Womens Blouses,Business Casual Outfits V Neck Long Sleeve Shirts Button Down Three Quarter Sleeves Blouse Professional Work Shirts Spring Clothes Tops Teal", "asin": "B0BR8QQKY4", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket", "asin": "B0CZHTPNJG", "price": "$22.99", "quantity": ""}, {"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T01:57:05.985Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T01:57:05.985Z
click
review
rule
2025-05-05T01:57:05.985Z
click
review
train
966
2025-05-05T01:57:05.985Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "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": "women+professional+tops"}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"}, {"price": "$14.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0DSG2LCX2"}], "product_quantity": [{"quantity": "1 "}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.46", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S", "asin": "B0D183YLTN", "price": "$19.97", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket", "asin": "B0CZHTPNJG", "price": "$22.99", "quantity": ""}, {"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""}, {"title": "Odosalii Womens Blouses,Business Casual Outfits V Neck Long Sleeve Shirts Button Down Three Quarter Sleeves Blouse Professional Work Shirts Spring Clothes Tops Teal", "asin": "B0BR8QQKY4", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket", "asin": "B0CZHTPNJG", "price": "$22.99", "quantity": ""}, {"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T01:57:05.985Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"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\"search_term\": [{\"term\": \"women+professional+tops\"}],\n\"product_details\": [{\"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"},\n{\"price\": \"$14.99\"},\n{\"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"},\n{\"asin\": \"B0DSG2LCX2\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"XX-Small\"},\n{\"Color\": \"5288_navy Blue\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$45.46\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S\", \"asin\": \"B0D183YLTN\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket\", \"asin\": \"B0CZHTPNJG\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Odosalii Womens Blouses,Business Casual Outfits V Neck Long Sleeve Shirts Button Down Three Quarter Sleeves Blouse Professional Work Shirts Spring Clothes Tops Teal\", \"asin\": \"B0BR8QQKY4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$26.09\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium\", \"asin\": \"B0DKT56XLF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket\", \"asin\": \"B0CZHTPNJG\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:57:42.808Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "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": "women+professional+tops"}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"}, {"price": "$14.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0DSG2LCX2"}], "product_quantity": [{"quantity": "1 "}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.46", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S", "asin": "B0D183YLTN", "price": "$19.97", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket", "asin": "B0CZHTPNJG", "price": "$22.99", "quantity": ""}, {"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""}, {"title": "Odosalii Womens Blouses,Business Casual Outfits V Neck Long Sleeve Shirts Button Down Three Quarter Sleeves Blouse Professional Work Shirts Spring Clothes Tops Teal", "asin": "B0BR8QQKY4", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket", "asin": "B0CZHTPNJG", "price": "$22.99", "quantity": ""}, {"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T01:57:42.808Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T01:57:42.808Z
click
product_option
rule
2025-05-05T01:57:42.808Z
click
product_option
train
967
2025-05-05T01:57:42.808Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "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": "women+professional+tops"}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"}, {"price": "$14.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0DSG2LCX2"}], "product_quantity": [{"quantity": "1 "}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.46", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S", "asin": "B0D183YLTN", "price": "$19.97", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket", "asin": "B0CZHTPNJG", "price": "$22.99", "quantity": ""}, {"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""}, {"title": "Odosalii Womens Blouses,Business Casual Outfits V Neck Long Sleeve Shirts Button Down Three Quarter Sleeves Blouse Professional Work Shirts Spring Clothes Tops Teal", "asin": "B0BR8QQKY4", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket", "asin": "B0CZHTPNJG", "price": "$22.99", "quantity": ""}, {"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T01:57:42.808Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", 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\"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"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\"search_term\": [{\"term\": \"women+professional+tops\"}],\n\"product_details\": [{\"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"},\n{\"price\": \"$14.99\"},\n{\"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"},\n{\"asin\": \"B0DSG2LCX2\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"XX-Small\"},\n{\"Color\": \"5288_navy Blue\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$45.46\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S\", \"asin\": \"B0D183YLTN\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket\", \"asin\": \"B0CZHTPNJG\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Odosalii Womens Blouses,Business Casual Outfits V Neck Long Sleeve Shirts Button Down Three Quarter Sleeves Blouse Professional Work Shirts Spring Clothes Tops Teal\", \"asin\": \"B0BR8QQKY4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$26.09\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium\", \"asin\": \"B0DKT56XLF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket\", \"asin\": \"B0CZHTPNJG\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:57:43.855Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "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": "women+professional+tops"}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"}, {"price": "$14.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0DSG2LCX2"}], "product_quantity": [{"quantity": "1 "}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.46", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S", "asin": "B0D183YLTN", "price": "$19.97", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket", "asin": "B0CZHTPNJG", "price": "$22.99", "quantity": ""}, {"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""}, {"title": "Odosalii Womens Blouses,Business Casual Outfits V Neck Long Sleeve Shirts Button Down Three Quarter Sleeves Blouse Professional Work Shirts Spring Clothes Tops Teal", "asin": "B0BR8QQKY4", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket", "asin": "B0CZHTPNJG", "price": "$22.99", "quantity": ""}, {"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T01:57:43.855Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T01:57:43.855Z
click
product_option
rule
2025-05-05T01:57:43.855Z
click
product_option
train
968
2025-05-05T01:57:43.855Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "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": "women+professional+tops"}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"}, {"price": "$14.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0DSG2LCX2"}], "product_quantity": [{"quantity": "1 "}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.46", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S", "asin": "B0D183YLTN", "price": "$19.97", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket", "asin": "B0CZHTPNJG", "price": "$22.99", "quantity": ""}, {"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""}, {"title": "Odosalii Womens Blouses,Business Casual Outfits V Neck Long Sleeve Shirts Button Down Three Quarter Sleeves Blouse Professional Work Shirts Spring Clothes Tops Teal", "asin": "B0BR8QQKY4", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket", "asin": "B0CZHTPNJG", "price": "$22.99", "quantity": ""}, {"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T01:57:43.855Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"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\"search_term\": [{\"term\": \"women+professional+tops\"}],\n\"product_details\": [{\"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"},\n{\"price\": \"$14.99\"},\n{\"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"},\n{\"asin\": \"B0C3799399\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"XX-Small\"},\n{\"Color\": \"5288_navy Blue\"}],\n\"promotion_items\": [{\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - All Pink XL\", \"asin\": \"B0D3Z8MHRV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Stretch Regular Fit Solid Work Blouse Blue Medium\", \"asin\": \"B09VXWF77G\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L\", \"asin\": \"B08P2RJ7F9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Dress Shirts Stretch Solid Work Blouse Collared Shirts for Business Office White\", \"asin\": \"B0CKPJLHDR\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S\", \"asin\": \"B0D7LYY33W\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Karlywindow Womens Long Sleeve Button Down Cotton Linen Shirt Blouse Loose Fit Casual V-Neck Tops Light Blue\", \"asin\": \"B08P762M71\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Baby Blue XS\", \"asin\": \"B0D3ZC5TGN\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXQHW9Y\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large\", \"asin\": \"B09VXZ7Y6L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Stamain Women Dress Shirts Long Sleeve Blue Button Down Regular Fit Formal Work Collared Blouses Royal Blue Wrinkle Free Stretchy Button Up Tops\", \"asin\": \"B0DKBXCNGX\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"DJT Womens Soft Stretchy Fabric Knit Button Down Shirts for Women Roll Up Long Sleeve Plaid Shirt Tops Small Blue-Pink\", \"asin\": \"B0B9VZZD4F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Dusty Pink L\", \"asin\": \"B0D3Z8VKKV\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:59:40.164Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": 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"action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "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": "women+professional+tops"}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"}, {"price": "$14.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0C3799399"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - All Pink XL", "asin": "B0D3Z8MHRV", "price": "$25.99", "quantity": ""}, {"title": "J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Stretch Regular Fit Solid Work Blouse Blue Medium", "asin": "B09VXWF77G", "price": "$24.99", "quantity": ""}, {"title": "Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L", "asin": "B08P2RJ7F9", "price": "$19.99", "quantity": ""}, {"title": "J.VER Womens Button Down Shirt Long Sleeve Dress Shirts Stretch Solid Work Blouse Collared Shirts for Business Office White", "asin": "B0CKPJLHDR", "price": "$18.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""}, {"title": "Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S", "asin": "B0D7LYY33W", "price": "$23.99", "quantity": ""}, {"title": "Karlywindow Womens Long Sleeve Button Down Cotton Linen Shirt Blouse Loose Fit Casual V-Neck Tops Light Blue", "asin": "B08P762M71", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Baby Blue XS", "asin": "B0D3ZC5TGN", "price": "$23.99", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXQHW9Y", "price": "$17.98", "quantity": ""}, {"title": "J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large", "asin": "B09VXZ7Y6L", "price": "$24.99", "quantity": ""}, {"title": "Stamain Women Dress Shirts Long Sleeve Blue Button Down Regular Fit Formal Work Collared Blouses Royal Blue Wrinkle Free Stretchy Button Up Tops", "asin": "B0DKBXCNGX", "price": "$18.99", "quantity": ""}, {"title": "DJT Womens Soft Stretchy Fabric Knit Button Down Shirts for Women Roll Up Long Sleeve Plaid Shirt Tops Small Blue-Pink", "asin": "B0B9VZZD4F", "price": "$35.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Dusty Pink L", "asin": "B0D3Z8VKKV", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T01:59:40.164Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T01:59:40.164Z
click
review
rule
2025-05-05T01:59:40.164Z
click
review
train
969
2025-05-05T01:59:40.164Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "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": "women+professional+tops"}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"}, {"price": "$14.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0C3799399"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - All Pink XL", "asin": "B0D3Z8MHRV", "price": "$25.99", "quantity": ""}, {"title": "J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Stretch Regular Fit Solid Work Blouse Blue Medium", "asin": "B09VXWF77G", "price": "$24.99", "quantity": ""}, {"title": "Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L", "asin": "B08P2RJ7F9", "price": "$19.99", "quantity": ""}, {"title": "J.VER Womens Button Down Shirt Long Sleeve Dress Shirts Stretch Solid Work Blouse Collared Shirts for Business Office White", "asin": "B0CKPJLHDR", "price": "$18.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""}, {"title": "Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S", "asin": "B0D7LYY33W", "price": "$23.99", "quantity": ""}, {"title": "Karlywindow Womens Long Sleeve Button Down Cotton Linen Shirt Blouse Loose Fit Casual V-Neck Tops Light Blue", "asin": "B08P762M71", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Baby Blue XS", "asin": "B0D3ZC5TGN", "price": "$23.99", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXQHW9Y", "price": "$17.98", "quantity": ""}, {"title": "J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large", "asin": "B09VXZ7Y6L", "price": "$24.99", "quantity": ""}, {"title": "Stamain Women Dress Shirts Long Sleeve Blue Button Down Regular Fit Formal Work Collared Blouses Royal Blue Wrinkle Free Stretchy Button Up Tops", "asin": "B0DKBXCNGX", "price": "$18.99", "quantity": ""}, {"title": "DJT Womens Soft Stretchy Fabric Knit Button Down Shirts for Women Roll Up Long Sleeve Plaid Shirt Tops Small Blue-Pink", "asin": "B0B9VZZD4F", "price": "$35.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Dusty Pink L", "asin": "B0D3Z8VKKV", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T01:59:40.164Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", 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\"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"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\"search_term\": [{\"term\": \"women+professional+tops\"}],\n\"product_details\": [{\"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"},\n{\"price\": \"$14.99\"},\n{\"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"},\n{\"asin\": \"B0C3799399\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"XX-Small\"},\n{\"Color\": \"5288_navy Blue\"}],\n\"promotion_items\": [{\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - All Pink XL\", \"asin\": \"B0D3Z8MHRV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Stretch Regular Fit Solid Work Blouse Blue Medium\", \"asin\": \"B09VXWF77G\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L\", \"asin\": \"B08P2RJ7F9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Dress Shirts Stretch Solid Work Blouse Collared Shirts for Business Office White\", \"asin\": \"B0CKPJLHDR\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S\", \"asin\": \"B0D7LYY33W\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Karlywindow Womens Long Sleeve Button Down Cotton Linen Shirt Blouse Loose Fit Casual V-Neck Tops Light Blue\", \"asin\": \"B08P762M71\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Baby Blue XS\", \"asin\": \"B0D3ZC5TGN\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXQHW9Y\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large\", \"asin\": \"B09VXZ7Y6L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Stamain Women Dress Shirts Long Sleeve Blue Button Down Regular Fit Formal Work Collared Blouses Royal Blue Wrinkle Free Stretchy Button Up Tops\", \"asin\": \"B0DKBXCNGX\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"DJT Womens Soft Stretchy Fabric Knit Button Down Shirts for Women Roll Up Long Sleeve Plaid Shirt Tops Small Blue-Pink\", \"asin\": \"B0B9VZZD4F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Dusty Pink L\", \"asin\": \"B0D3Z8VKKV\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:59:44.271Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "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": "women+professional+tops"}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"}, {"price": "$14.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0C3799399"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - All Pink XL", "asin": "B0D3Z8MHRV", "price": "$25.99", "quantity": ""}, {"title": "J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Stretch Regular Fit Solid Work Blouse Blue Medium", "asin": "B09VXWF77G", "price": "$24.99", "quantity": ""}, {"title": "Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L", "asin": "B08P2RJ7F9", "price": "$19.99", "quantity": ""}, {"title": "J.VER Womens Button Down Shirt Long Sleeve Dress Shirts Stretch Solid Work Blouse Collared Shirts for Business Office White", "asin": "B0CKPJLHDR", "price": "$18.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""}, {"title": "Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S", "asin": "B0D7LYY33W", "price": "$23.99", "quantity": ""}, {"title": "Karlywindow Womens Long Sleeve Button Down Cotton Linen Shirt Blouse Loose Fit Casual V-Neck Tops Light Blue", "asin": "B08P762M71", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Baby Blue XS", "asin": "B0D3ZC5TGN", "price": "$23.99", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXQHW9Y", "price": "$17.98", "quantity": ""}, {"title": "J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large", "asin": "B09VXZ7Y6L", "price": "$24.99", "quantity": ""}, {"title": "Stamain Women Dress Shirts Long Sleeve Blue Button Down Regular Fit Formal Work Collared Blouses Royal Blue Wrinkle Free Stretchy Button Up Tops", "asin": "B0DKBXCNGX", "price": "$18.99", "quantity": ""}, {"title": "DJT Womens Soft Stretchy Fabric Knit Button Down Shirts for Women Roll Up Long Sleeve Plaid Shirt Tops Small Blue-Pink", "asin": "B0B9VZZD4F", "price": "$35.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Dusty Pink L", "asin": "B0D3Z8VKKV", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T01:59:44.271Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T01:59:44.271Z
click
product_option
rule
2025-05-05T01:59:44.271Z
click
product_option
train
970
2025-05-05T01:59:44.271Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "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": "women+professional+tops"}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"}, {"price": "$14.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0C3799399"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - All Pink XL", "asin": "B0D3Z8MHRV", "price": "$25.99", "quantity": ""}, {"title": "J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Stretch Regular Fit Solid Work Blouse Blue Medium", "asin": "B09VXWF77G", "price": "$24.99", "quantity": ""}, {"title": "Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L", "asin": "B08P2RJ7F9", "price": "$19.99", "quantity": ""}, {"title": "J.VER Womens Button Down Shirt Long Sleeve Dress Shirts Stretch Solid Work Blouse Collared Shirts for Business Office White", "asin": "B0CKPJLHDR", "price": "$18.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""}, {"title": "Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S", "asin": "B0D7LYY33W", "price": "$23.99", "quantity": ""}, {"title": "Karlywindow Womens Long Sleeve Button Down Cotton Linen Shirt Blouse Loose Fit Casual V-Neck Tops Light Blue", "asin": "B08P762M71", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Baby Blue XS", "asin": "B0D3ZC5TGN", "price": "$23.99", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXQHW9Y", "price": "$17.98", "quantity": ""}, {"title": "J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large", "asin": "B09VXZ7Y6L", "price": "$24.99", "quantity": ""}, {"title": "Stamain Women Dress Shirts Long Sleeve Blue Button Down Regular Fit Formal Work Collared Blouses Royal Blue Wrinkle Free Stretchy Button Up Tops", "asin": "B0DKBXCNGX", "price": "$18.99", "quantity": ""}, {"title": "DJT Womens Soft Stretchy Fabric Knit Button Down Shirts for Women Roll Up Long Sleeve Plaid Shirt Tops Small Blue-Pink", "asin": "B0B9VZZD4F", "price": "$35.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Dusty Pink L", "asin": "B0D3Z8VKKV", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T01:59:44.271Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", 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\"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"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\"search_term\": [{\"term\": \"women+professional+tops\"}],\n\"product_details\": [{\"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"},\n{\"price\": \"$14.99\"},\n{\"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"},\n{\"asin\": \"B0C3799399\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"XX-Small\"},\n{\"Color\": \"5288_navy Blue\"}],\n\"promotion_items\": [{\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - All Pink XL\", \"asin\": \"B0D3Z8MHRV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Stretch Regular Fit Solid Work Blouse Blue Medium\", \"asin\": \"B09VXWF77G\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L\", \"asin\": \"B08P2RJ7F9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Dress Shirts Stretch Solid Work Blouse Collared Shirts for Business Office White\", \"asin\": \"B0CKPJLHDR\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S\", \"asin\": \"B0D7LYY33W\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Karlywindow Womens Long Sleeve Button Down Cotton Linen Shirt Blouse Loose Fit Casual V-Neck Tops Light Blue\", \"asin\": \"B08P762M71\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Baby Blue XS\", \"asin\": \"B0D3ZC5TGN\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXQHW9Y\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large\", \"asin\": \"B09VXZ7Y6L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Stamain Women Dress Shirts Long Sleeve Blue Button Down Regular Fit Formal Work Collared Blouses Royal Blue Wrinkle Free Stretchy Button Up Tops\", \"asin\": \"B0DKBXCNGX\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"DJT Womens Soft Stretchy Fabric Knit Button Down Shirts for Women Roll Up Long Sleeve Plaid Shirt Tops Small Blue-Pink\", \"asin\": \"B0B9VZZD4F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Dusty Pink L\", \"asin\": \"B0D3Z8VKKV\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:59:45.255Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "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": "women+professional+tops"}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"}, {"price": "$14.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0C3799399"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - All Pink XL", "asin": "B0D3Z8MHRV", "price": "$25.99", "quantity": ""}, {"title": "J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Stretch Regular Fit Solid Work Blouse Blue Medium", "asin": "B09VXWF77G", "price": "$24.99", "quantity": ""}, {"title": "Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L", "asin": "B08P2RJ7F9", "price": "$19.99", "quantity": ""}, {"title": "J.VER Womens Button Down Shirt Long Sleeve Dress Shirts Stretch Solid Work Blouse Collared Shirts for Business Office White", "asin": "B0CKPJLHDR", "price": "$18.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""}, {"title": "Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S", "asin": "B0D7LYY33W", "price": "$23.99", "quantity": ""}, {"title": "Karlywindow Womens Long Sleeve Button Down Cotton Linen Shirt Blouse Loose Fit Casual V-Neck Tops Light Blue", "asin": "B08P762M71", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Baby Blue XS", "asin": "B0D3ZC5TGN", "price": "$23.99", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXQHW9Y", "price": "$17.98", "quantity": ""}, {"title": "J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large", "asin": "B09VXZ7Y6L", "price": "$24.99", "quantity": ""}, {"title": "Stamain Women Dress Shirts Long Sleeve Blue Button Down Regular Fit Formal Work Collared Blouses Royal Blue Wrinkle Free Stretchy Button Up Tops", "asin": "B0DKBXCNGX", "price": "$18.99", "quantity": ""}, {"title": "DJT Womens Soft Stretchy Fabric Knit Button Down Shirts for Women Roll Up Long Sleeve Plaid Shirt Tops Small Blue-Pink", "asin": "B0B9VZZD4F", "price": "$35.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Dusty Pink L", "asin": "B0D3Z8VKKV", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T01:59:45.255Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T01:59:45.255Z
click
product_option
rule
2025-05-05T01:59:45.255Z
click
product_option
train
971
2025-05-05T01:59:45.255Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "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": "women+professional+tops"}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"}, {"price": "$14.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0C3799399"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - All Pink XL", "asin": "B0D3Z8MHRV", "price": "$25.99", "quantity": ""}, {"title": "J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Stretch Regular Fit Solid Work Blouse Blue Medium", "asin": "B09VXWF77G", "price": "$24.99", "quantity": ""}, {"title": "Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L", "asin": "B08P2RJ7F9", "price": "$19.99", "quantity": ""}, {"title": "J.VER Womens Button Down Shirt Long Sleeve Dress Shirts Stretch Solid Work Blouse Collared Shirts for Business Office White", "asin": "B0CKPJLHDR", "price": "$18.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""}, {"title": "Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S", "asin": "B0D7LYY33W", "price": "$23.99", "quantity": ""}, {"title": "Karlywindow Womens Long Sleeve Button Down Cotton Linen Shirt Blouse Loose Fit Casual V-Neck Tops Light Blue", "asin": "B08P762M71", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Baby Blue XS", "asin": "B0D3ZC5TGN", "price": "$23.99", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXQHW9Y", "price": "$17.98", "quantity": ""}, {"title": "J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large", "asin": "B09VXZ7Y6L", "price": "$24.99", "quantity": ""}, {"title": "Stamain Women Dress Shirts Long Sleeve Blue Button Down Regular Fit Formal Work Collared Blouses Royal Blue Wrinkle Free Stretchy Button Up Tops", "asin": "B0DKBXCNGX", "price": "$18.99", "quantity": ""}, {"title": "DJT Womens Soft Stretchy Fabric Knit Button Down Shirts for Women Roll Up Long Sleeve Plaid Shirt Tops Small Blue-Pink", "asin": "B0B9VZZD4F", "price": "$35.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Dusty Pink L", "asin": "B0D3Z8VKKV", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T01:59:45.255Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"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\"search_term\": [{\"term\": \"women+professional+tops\"}],\n\"product_details\": [{\"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"},\n{\"price\": \"$14.99\"},\n{\"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"},\n{\"asin\": \"B0DSG2LCX2\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"XX-Small\"},\n{\"Color\": \"5288_navy Blue\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$45.46\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS\", \"asin\": \"B0D3Z6K2PZ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L\", \"asin\": \"B08P2RJ7F9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large\", \"asin\": \"B09VXZ7Y6L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Satin Blouses for Women Silk Button Down Shirts Casual Long Sleeve Shirt Business Office Work Tunic Tops Coffee Medium\", \"asin\": \"B0DDPRCRF1\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Button Down Shirt Long Sleeve Classic Collared Tops Work Office Casual Chiffon Blouse\", \"asin\": \"B0C5R2L633\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S\", \"asin\": \"B0D7LYY33W\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Ruisin Women's Dressy Long Sleeve Button-Down Shirt, Wrinkle-Free Work Blouse, Wine Red - Size M\", \"asin\": \"B09K3M35ZP\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$26.09\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S\", \"asin\": \"B0DQ1D9W9D\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)\", \"asin\": \"B07PCJVF6D\", \"price\": \"$25.98\", \"quantity\": \"\"},\n{\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium\", \"asin\": \"B0DKT56XLF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS\", \"asin\": \"B0D3Z6K2PZ\", \"price\": \"$24.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:59:49.891Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans 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"2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "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": "women+professional+tops"}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"}, {"price": "$14.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0DSG2LCX2"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.46", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""}, {"title": "Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L", "asin": "B08P2RJ7F9", "price": "$19.99", "quantity": ""}, {"title": "J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large", "asin": "B09VXZ7Y6L", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Satin Blouses for Women Silk Button Down Shirts Casual Long Sleeve Shirt Business Office Work Tunic Tops Coffee Medium", "asin": "B0DDPRCRF1", "price": "$24.99", "quantity": ""}, {"title": "Womens Button Down Shirt Long Sleeve Classic Collared Tops Work Office Casual Chiffon Blouse", "asin": "B0C5R2L633", "price": "$26.99", "quantity": ""}, {"title": "Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S", "asin": "B0D7LYY33W", "price": "$23.99", "quantity": ""}, {"title": "Ruisin Women's Dressy Long Sleeve Button-Down Shirt, Wrinkle-Free Work Blouse, Wine Red - Size M", "asin": "B09K3M35ZP", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S", "asin": "B0DQ1D9W9D", "price": "$24.99", "quantity": ""}, {"title": "Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)", "asin": "B07PCJVF6D", "price": "$25.98", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T01:59:49.891Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T01:59:49.891Z
purchase
B0DSG2LCX2
rule
2025-05-05T01:59:49.891Z
purchase
B0DSG2LCX2
train
972
2025-05-05T01:59:49.891Z
purchase
B0DSG2LCX2
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", 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"action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "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": "women+professional+tops"}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"}, {"price": "$14.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0DSG2LCX2"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.46", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""}, {"title": "Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L", "asin": "B08P2RJ7F9", "price": "$19.99", "quantity": ""}, {"title": "J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large", "asin": "B09VXZ7Y6L", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Satin Blouses for Women Silk Button Down Shirts Casual Long Sleeve Shirt Business Office Work Tunic Tops Coffee Medium", "asin": "B0DDPRCRF1", "price": "$24.99", "quantity": ""}, {"title": "Womens Button Down Shirt Long Sleeve Classic Collared Tops Work Office Casual Chiffon Blouse", "asin": "B0C5R2L633", "price": "$26.99", "quantity": ""}, {"title": "Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S", "asin": "B0D7LYY33W", "price": "$23.99", "quantity": ""}, {"title": "Ruisin Women's Dressy Long Sleeve Button-Down Shirt, Wrinkle-Free Work Blouse, Wine Red - Size M", "asin": "B09K3M35ZP", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S", "asin": "B0DQ1D9W9D", "price": "$24.99", "quantity": ""}, {"title": "Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)", "asin": "B07PCJVF6D", "price": "$25.98", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T01:59:49.891Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}],\n\"promotion_items\": [{\"title\": \"siliteelon Button Down Shirts for Women Short Sleeve Oxford Shirts Dress Shirts Cotton Collared Work Office Blouse Tops\", \"asin\": \"B0DT6P4TL2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Jessie Kidden Women's Quick Dry Sun UV Protection Convertible Long Sleeve Shirts for Hiking Camping Fishing Sailing\", \"asin\": \"B07QM4D6CH\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"HOTOUCH Womens 3/4 Sleeve Button Down Shirt Slim Fit Work Blouses Cotton Dress Shirts Office Tops\", \"asin\": \"B075H89VGL\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Minibee Women's 3/4 Sleeve Cotton Linen Jacquard Blouses Top T-Shirt\", \"asin\": \"B072FFW5VF\", \"price\": \"$25.49\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts\", \"asin\": \"B0D6YKCNYD\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Long Sleeve Stretch Dress Shirts Work Oxford Shirt Wrinkle Free Office Blouses\", \"asin\": \"B0DTP7MVL5\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Womens Stain Shield Dress Shirts Wrinkle Free Short Sleeve Solid Tops Blouses Button Down Shirts\", \"asin\": \"B0DTHXC7ZN\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Long Sleeve Slim fit Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses\", \"asin\": \"B0DKT557H3\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"J.VER Womens Button Down Dress Shirts Solid Long Sleeve Wrinkle Free Formal Collared Shirt Casual Business Blouse with Pocket\", \"asin\": \"B0DJ2FQF1W\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"DJT Womens Soft Stretchy Knit Plaid Shirts Roll Up Long Sleeve Collared Button Down Blouses Tops\", \"asin\": \"B0DHVH5Y7F\", \"price\": \"$32.29\", \"quantity\": \"\"},\n{\"title\": \"Tatuo 2 Pieces Fake Collar Detachable Collar for Women Shirts Dickey Half False Blouse Dickey\", \"asin\": \"B07GCC9H72\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"CHYRII Women's Casual Flannel Plaid Shacket Button Down Long Sleeve Shirt Jacket Coats with Pockets\", \"asin\": \"B0DG5L6Z7R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"YAMANMAN Womens Button Down Shirt Long Sleeve Classic Collared Tops Work Office Casual Chiffon Blouse\", \"asin\": \"B0BY8HHPT1\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Aoudery Women's Button Down Shirts Fitted Dress Shirts Collared Long Sleeve Wrinkle Free Blouse Formal Office Work Tunic Tops\", \"asin\": \"B0DCK45VM8\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Agnes Orinda Women's Plus Size Sleeveless Top Summer Casual Office Button Down Tank Tops Shirts\", \"asin\": \"B0D4Q91DVQ\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"Hawaiian Shirts for Women Tropical Shirt Summer Beach Hawaii Button Down Short Sleeve Blouses Floral Tops Hawaii Outfits 2025\", \"asin\": \"B0DSBMGGYK\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"HOTEVE Women's Wrinkle-Resistant Smocked Cuffed Striped Button Shirt with Pocket Oversized Casual Boyfriend Blouse\", \"asin\": \"B0DNJNWPH8\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"JOGAL Women's Floral Blouse Casual Button Down Short Sleeve Aloha Hawaiian Shirt\", \"asin\": \"B0D5CYRZ1Q\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"XZQTIVE 3 Pack Women Belts For Jeans Dresses Pants Ladies Leather Waist Belt with Gold Buckle\", \"asin\": \"B0CLJFZRH2\", \"price\": \"$23.30\", \"quantity\": \"\"},\n{\"title\": \"BTFBM Women High Waist Palazzo Pants Casual Wide Leg Trousers Button Down Loose Work Office Business Suit Pant Pockets\", \"asin\": \"B0CP76PD7B\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"PRETTYGARDEN Women's Summer 2 Piece Outfits Sleeveless Matching Sets Button Down V Neck Vest Waistcoat and Pockets Shorts\", \"asin\": \"B0D17D7MGD\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Yoofoss Hooded Baby Towels for Newborn 2 Pack 100% Muslin Cotton Baby Bath Towel with Hood for Babies, Infant, Toddler and Kids, Large 32x32Inch, Soft and Absorbent Newborn Essential\", \"asin\": \"B09KRQ9SRL\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant\", \"asin\": \"\", \"price\": \"$36.90\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Women's Button Down Shirts Long Sleeve Dress Shirts Wrinkle Free Collared Work Office Solid Blouses Corset Tops\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"JASGOOD Leather Skinny Women Belt Ladies Thin Waist Belts Plus Size Adjustable for Jeans Pants Dresses with Metal Buckle\", \"asin\": \"\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"EVALESS Womens Pleated Tank Tops V Neck Casual Sleeveless Blouses Summer Basic Vest Shirt\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Vivilli Womens Ribbed Tank Top Zipper V Neck Dressy Casual Blouses Sleeveless Camisole Tops Work Tank Polo Shirts\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Tapata Women's Office Work Pencil Skirt Stretch High Waist Below Knee Bodycon for Business Casual\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"BTFBM Women's Sleeveless Sweater Vest 2025 Summer Crew Neck Ribbed Knit Lightweight Pullover Casual Loose Fit Tank Tops\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Gaharu Womens Summer Dressy Tank Top Sleeveless Business Casual Blouses Office Work Shirt\", \"asin\": \"\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Blooming Jelly Womens Summer Tank Top Sleeveless Business Casual Outfits 2025 Basic Loose Dressy Work Shirt\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:10:08.819Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", 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"2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} <|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": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "promotion_items": [{"title": "siliteelon Button Down Shirts for Women Short Sleeve Oxford Shirts Dress Shirts Cotton Collared Work Office Blouse Tops", "asin": "B0DT6P4TL2", "price": "$19.99", "quantity": ""}, {"title": "Jessie Kidden Women's Quick Dry Sun UV Protection Convertible Long Sleeve Shirts for Hiking Camping Fishing Sailing", "asin": "B07QM4D6CH", "price": "$34.99", "quantity": ""}, {"title": "HOTOUCH Womens 3/4 Sleeve Button Down Shirt Slim Fit Work Blouses Cotton Dress Shirts Office Tops", "asin": "B075H89VGL", "price": "$27.99", "quantity": ""}, {"title": "Minibee Women's 3/4 Sleeve Cotton Linen Jacquard Blouses Top T-Shirt", "asin": "B072FFW5VF", "price": "$25.49", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts", "asin": "B0D6YKCNYD", "price": "$19.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Long Sleeve Stretch Dress Shirts Work Oxford Shirt Wrinkle Free Office Blouses", "asin": "B0DTP7MVL5", "price": "$19.99", "quantity": ""}, {"title": "siliteelon Womens Stain Shield Dress Shirts Wrinkle Free Short Sleeve Solid Tops Blouses Button Down Shirts", "asin": "B0DTHXC7ZN", "price": "", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Long Sleeve Slim fit Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses", "asin": "B0DKT557H3", "price": "", "quantity": ""}, {"title": "J.VER Womens Button Down Dress Shirts Solid Long Sleeve Wrinkle Free Formal Collared Shirt Casual Business Blouse with Pocket", "asin": "B0DJ2FQF1W", "price": "", "quantity": ""}, {"title": "DJT Womens Soft Stretchy Knit Plaid Shirts Roll Up Long Sleeve Collared Button Down Blouses Tops", "asin": "B0DHVH5Y7F", "price": "$32.29", "quantity": ""}, {"title": "Tatuo 2 Pieces Fake Collar Detachable Collar for Women Shirts Dickey Half False Blouse Dickey", "asin": "B07GCC9H72", "price": "$15.99", "quantity": ""}, {"title": "CHYRII Women's Casual Flannel Plaid Shacket Button Down Long Sleeve Shirt Jacket Coats with Pockets", "asin": "B0DG5L6Z7R", "price": "$29.99", "quantity": ""}, {"title": "YAMANMAN Womens Button Down Shirt Long Sleeve Classic Collared Tops Work Office Casual Chiffon Blouse", "asin": "B0BY8HHPT1", "price": "$26.99", "quantity": ""}, {"title": "Aoudery Women's Button Down Shirts Fitted Dress Shirts Collared Long Sleeve Wrinkle Free Blouse Formal Office Work Tunic Tops", "asin": "B0DCK45VM8", "price": "$25.99", "quantity": ""}, {"title": "Agnes Orinda Women's Plus Size Sleeveless Top Summer Casual Office Button Down Tank Tops Shirts", "asin": "B0D4Q91DVQ", "price": "$30.99", "quantity": ""}, {"title": "Hawaiian Shirts for Women Tropical Shirt Summer Beach Hawaii Button Down Short Sleeve Blouses Floral Tops Hawaii Outfits 2025", "asin": "B0DSBMGGYK", "price": "", "quantity": ""}, {"title": "HOTEVE Women's Wrinkle-Resistant Smocked Cuffed Striped Button Shirt with Pocket Oversized Casual Boyfriend Blouse", "asin": "B0DNJNWPH8", "price": "", "quantity": ""}, {"title": "JOGAL Women's Floral Blouse Casual Button Down Short Sleeve Aloha Hawaiian Shirt", "asin": "B0D5CYRZ1Q", "price": "", "quantity": ""}, {"title": "XZQTIVE 3 Pack Women Belts For Jeans Dresses Pants Ladies Leather Waist Belt with Gold Buckle", "asin": "B0CLJFZRH2", "price": "$23.30", "quantity": ""}, {"title": "BTFBM Women High Waist Palazzo Pants Casual Wide Leg Trousers Button Down Loose Work Office Business Suit Pant Pockets", "asin": "B0CP76PD7B", "price": "$38.99", "quantity": ""}, {"title": "PRETTYGARDEN Women's Summer 2 Piece Outfits Sleeveless Matching Sets Button Down V Neck Vest Waistcoat and Pockets Shorts", "asin": "B0D17D7MGD", "price": "$48.99", "quantity": ""}, {"title": "Yoofoss Hooded Baby Towels for Newborn 2 Pack 100% Muslin Cotton Baby Bath Towel with Hood for Babies, Infant, Toddler and Kids, Large 32x32Inch, Soft and Absorbent Newborn Essential", "asin": "B09KRQ9SRL", "price": "$21.99", "quantity": ""}, {"title": "Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant", "asin": "", "price": "$36.90", "quantity": ""}, {"title": "siliteelon Women's Button Down Shirts Long Sleeve Dress Shirts Wrinkle Free Collared Work Office Solid Blouses Corset Tops", "asin": "", "price": "$19.99", "quantity": ""}, {"title": "JASGOOD Leather Skinny Women Belt Ladies Thin Waist Belts Plus Size Adjustable for Jeans Pants Dresses with Metal Buckle", "asin": "", "price": "$21.99", "quantity": ""}, {"title": "EVALESS Womens Pleated Tank Tops V Neck Casual Sleeveless Blouses Summer Basic Vest Shirt", "asin": "", "price": "$14.99", "quantity": ""}, {"title": "Vivilli Womens Ribbed Tank Top Zipper V Neck Dressy Casual Blouses Sleeveless Camisole Tops Work Tank Polo Shirts", "asin": "", "price": "$19.99", "quantity": ""}, {"title": "Tapata Women's Office Work Pencil Skirt Stretch High Waist Below Knee Bodycon for Business Casual", "asin": "", "price": "$14.99", "quantity": ""}, {"title": "BTFBM Women's Sleeveless Sweater Vest 2025 Summer Crew Neck Ribbed Knit Lightweight Pullover Casual Loose Fit Tank Tops", "asin": "", "price": "$19.99", "quantity": ""}, {"title": "Gaharu Womens Summer Dressy Tank Top Sleeveless Business Casual Blouses Office Work Shirt", "asin": "", "price": "$22.99", "quantity": ""}, {"title": "Blooming Jelly Womens Summer Tank Top Sleeveless Business Casual Outfits 2025 Basic Loose Dressy Work Shirt", "asin": "", "price": "$14.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:10:08.819Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T02:10:08.819Z
click
cart_side_bar
rule
2025-05-05T02:10:08.819Z
click
cart_side_bar
train
973
2025-05-05T02:10:08.819Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} 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"action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} <|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": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "promotion_items": [{"title": "siliteelon Button Down Shirts for Women Short Sleeve Oxford Shirts Dress Shirts Cotton Collared Work Office Blouse Tops", "asin": "B0DT6P4TL2", "price": "$19.99", "quantity": ""}, {"title": "Jessie Kidden Women's Quick Dry Sun UV Protection Convertible Long Sleeve Shirts for Hiking Camping Fishing Sailing", "asin": "B07QM4D6CH", "price": "$34.99", "quantity": ""}, {"title": "HOTOUCH Womens 3/4 Sleeve Button Down Shirt Slim Fit Work Blouses Cotton Dress Shirts Office Tops", "asin": "B075H89VGL", "price": "$27.99", "quantity": ""}, {"title": "Minibee Women's 3/4 Sleeve Cotton Linen Jacquard Blouses Top T-Shirt", "asin": "B072FFW5VF", "price": "$25.49", "quantity": ""}, {"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts", "asin": "B0D6YKCNYD", "price": "$19.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Long Sleeve Stretch Dress Shirts Work Oxford Shirt Wrinkle Free Office Blouses", "asin": "B0DTP7MVL5", "price": "$19.99", "quantity": ""}, {"title": "siliteelon Womens Stain Shield Dress Shirts Wrinkle Free Short Sleeve Solid Tops Blouses Button Down Shirts", "asin": "B0DTHXC7ZN", "price": "", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Long Sleeve Slim fit Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses", "asin": "B0DKT557H3", "price": "", "quantity": ""}, {"title": "J.VER Womens Button Down Dress Shirts Solid Long Sleeve Wrinkle Free Formal Collared Shirt Casual Business Blouse with Pocket", "asin": "B0DJ2FQF1W", "price": "", "quantity": ""}, {"title": "DJT Womens Soft Stretchy Knit Plaid Shirts Roll Up Long Sleeve Collared Button Down Blouses Tops", "asin": "B0DHVH5Y7F", "price": "$32.29", "quantity": ""}, {"title": "Tatuo 2 Pieces Fake Collar Detachable Collar for Women Shirts Dickey Half False Blouse Dickey", "asin": "B07GCC9H72", "price": "$15.99", "quantity": ""}, {"title": "CHYRII Women's Casual Flannel Plaid Shacket Button Down Long Sleeve Shirt Jacket Coats with Pockets", "asin": "B0DG5L6Z7R", "price": "$29.99", "quantity": ""}, {"title": "YAMANMAN Womens Button Down Shirt Long Sleeve Classic Collared Tops Work Office Casual Chiffon Blouse", "asin": "B0BY8HHPT1", "price": "$26.99", "quantity": ""}, {"title": "Aoudery Women's Button Down Shirts Fitted Dress Shirts Collared Long Sleeve Wrinkle Free Blouse Formal Office Work Tunic Tops", "asin": "B0DCK45VM8", "price": "$25.99", "quantity": ""}, {"title": "Agnes Orinda Women's Plus Size Sleeveless Top Summer Casual Office Button Down Tank Tops Shirts", "asin": "B0D4Q91DVQ", "price": "$30.99", "quantity": ""}, {"title": "Hawaiian Shirts for Women Tropical Shirt Summer Beach Hawaii Button Down Short Sleeve Blouses Floral Tops Hawaii Outfits 2025", "asin": "B0DSBMGGYK", "price": "", "quantity": ""}, {"title": "HOTEVE Women's Wrinkle-Resistant Smocked Cuffed Striped Button Shirt with Pocket Oversized Casual Boyfriend Blouse", "asin": "B0DNJNWPH8", "price": "", "quantity": ""}, {"title": "JOGAL Women's Floral Blouse Casual Button Down Short Sleeve Aloha Hawaiian Shirt", "asin": "B0D5CYRZ1Q", "price": "", "quantity": ""}, {"title": "XZQTIVE 3 Pack Women Belts For Jeans Dresses Pants Ladies Leather Waist Belt with Gold Buckle", "asin": "B0CLJFZRH2", "price": "$23.30", "quantity": ""}, {"title": "BTFBM Women High Waist Palazzo Pants Casual Wide Leg Trousers Button Down Loose Work Office Business Suit Pant Pockets", "asin": "B0CP76PD7B", "price": "$38.99", "quantity": ""}, {"title": "PRETTYGARDEN Women's Summer 2 Piece Outfits Sleeveless Matching Sets Button Down V Neck Vest Waistcoat and Pockets Shorts", "asin": "B0D17D7MGD", "price": "$48.99", "quantity": ""}, {"title": "Yoofoss Hooded Baby Towels for Newborn 2 Pack 100% Muslin Cotton Baby Bath Towel with Hood for Babies, Infant, Toddler and Kids, Large 32x32Inch, Soft and Absorbent Newborn Essential", "asin": "B09KRQ9SRL", "price": "$21.99", "quantity": ""}, {"title": "Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant", "asin": "", "price": "$36.90", "quantity": ""}, {"title": "siliteelon Women's Button Down Shirts Long Sleeve Dress Shirts Wrinkle Free Collared Work Office Solid Blouses Corset Tops", "asin": "", "price": "$19.99", "quantity": ""}, {"title": "JASGOOD Leather Skinny Women Belt Ladies Thin Waist Belts Plus Size Adjustable for Jeans Pants Dresses with Metal Buckle", "asin": "", "price": "$21.99", "quantity": ""}, {"title": "EVALESS Womens Pleated Tank Tops V Neck Casual Sleeveless Blouses Summer Basic Vest Shirt", "asin": "", "price": "$14.99", "quantity": ""}, {"title": "Vivilli Womens Ribbed Tank Top Zipper V Neck Dressy Casual Blouses Sleeveless Camisole Tops Work Tank Polo Shirts", "asin": "", "price": "$19.99", "quantity": ""}, {"title": "Tapata Women's Office Work Pencil Skirt Stretch High Waist Below Knee Bodycon for Business Casual", "asin": "", "price": "$14.99", "quantity": ""}, {"title": "BTFBM Women's Sleeveless Sweater Vest 2025 Summer Crew Neck Ribbed Knit Lightweight Pullover Casual Loose Fit Tank Tops", "asin": "", "price": "$19.99", "quantity": ""}, {"title": "Gaharu Womens Summer Dressy Tank Top Sleeveless Business Casual Blouses Office Work Shirt", "asin": "", "price": "$22.99", "quantity": ""}, {"title": "Blooming Jelly Womens Summer Tank Top Sleeveless Business Casual Outfits 2025 Basic Loose Dressy Work Shirt", "asin": "", "price": "$14.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:10:08.819Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", 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\"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"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\"search_term\": [{\"term\": \"women+professional+pants\"}],\n\"cart_items\": [{\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}],\n\"product_details\": [{\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"},\n{\"asin\": \"B0CN8H29FR\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Fit Type\": \"Short 28 Inches\"},\n{\"Size\": \"XX-Small\"},\n{\"Color\": \"28\\\" Black\"}],\n\"promotion_items\": [{\"title\": \"JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black\", \"asin\": \"B0DCVYHJ1N\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens\", \"asin\": \"B0DGWXJVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey\", \"asin\": \"B0C38VPGCQ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\\\",Black,Size XXL\", \"asin\": \"B07QVP7BZT\", \"price\": \"$40.99\", \"quantity\": \"\"},\n{\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:11:18.665Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:10:08.819Z", "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": "women+professional+pants"}], "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"}, {"price": "$39.99"}, {"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."}, {"asin": "B0CN8H29FR"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Fit Type": "Short 28 Inches"}, {"Size": "XX-Small"}, {"Color": "28\" Black"}], "promotion_items": [{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""}, {"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}, {"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""}, {"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:11:18.665Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T02:11:18.665Z
click
review
rule
2025-05-05T02:11:18.665Z
click
review
train
974
2025-05-05T02:11:18.665Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:10:08.819Z", "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": "women+professional+pants"}], "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"}, {"price": "$39.99"}, {"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."}, {"asin": "B0CN8H29FR"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Fit Type": "Short 28 Inches"}, {"Size": "XX-Small"}, {"Color": "28\" Black"}], "promotion_items": [{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""}, {"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}, {"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""}, {"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:11:18.665Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", 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This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"women+professional+pants\"}],\n\"cart_items\": [{\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}],\n\"product_details\": [{\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"},\n{\"asin\": \"B0CN8H29FR\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Fit Type\": \"Short 28 Inches\"},\n{\"Size\": \"XX-Small\"},\n{\"Color\": \"28\\\" Black\"}],\n\"promotion_items\": [{\"title\": \"JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black\", \"asin\": \"B0DCVYHJ1N\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens\", \"asin\": \"B0DGWXJVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey\", \"asin\": \"B0C38VPGCQ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\\\",Black,Size XXL\", \"asin\": \"B07QVP7BZT\", \"price\": \"$40.99\", \"quantity\": \"\"},\n{\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:11:20.419Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "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": "women+professional+pants"}], "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"}, {"price": "$39.99"}, {"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."}, {"asin": "B0CN8H29FR"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Fit Type": "Short 28 Inches"}, {"Size": "XX-Small"}, {"Color": "28\" Black"}], "promotion_items": [{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""}, {"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}, {"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""}, {"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:11:20.419Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T02:11:20.419Z
click
cart_side_bar
rule
2025-05-05T02:11:20.419Z
click
cart_side_bar
train
975
2025-05-05T02:11:20.419Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": 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"2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "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": "women+professional+pants"}], "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"}, {"price": "$39.99"}, {"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."}, {"asin": "B0CN8H29FR"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Fit Type": "Short 28 Inches"}, {"Size": "XX-Small"}, {"Color": "28\" Black"}], "promotion_items": [{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""}, {"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}, {"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""}, {"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:11:20.419Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}],\n\"product_details\": [{\"title\": \"Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size\"},\n{\"asin\": \"B07334PKW6\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"},\n{\"Size\": \"Small\"}],\n\"promotion_items\": [{\"title\": \"YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White\", \"asin\": \"B0D2ZCHSY6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small\", \"asin\": \"B0CB9PWR56\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White\", \"asin\": \"B0CYL4WBST\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top\", \"asin\": \"B0DWX1KJC8\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White\", \"asin\": \"B0CYLNX39L\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White\", \"asin\": \"B0DPMJ8W4L\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets (Small, White)\", \"asin\": \"B08X6VTMPS\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White\", \"asin\": \"B0D2ZS1YDL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White\", \"asin\": \"B0DPMJ8W4L\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White\", \"asin\": \"B0CYLM2G34\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top\", \"asin\": \"B0DWX6VZN3\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White\", \"asin\": \"B0CYLNX39L\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small\", \"asin\": \"B0CB9PWR56\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Basic Casual Shirt Tank Top Off White Small\", \"asin\": \"B0D9LM8L1L\", \"price\": \"$19.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:11:36.307Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", 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"2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "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": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL"}, {"price": "$19.99"}, {"bullet_list": "Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size"}, {"asin": "B07334PKW6"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "White"}, {"Size": "Small"}], "promotion_items": [{"title": "YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White", "asin": "B0D2ZCHSY6", "price": "$19.99", "quantity": ""}, {"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small", "asin": "B0CB9PWR56", "price": "$14.99", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White", "asin": "B0CYL4WBST", "price": "$19.99", "quantity": ""}, {"title": "HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top", "asin": "B0DWX1KJC8", "price": "$19.97", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White", "asin": "B0CYLNX39L", "price": "$19.99", "quantity": ""}, {"title": "YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White", "asin": "B0DPMJ8W4L", "price": "$18.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets (Small, White)", "asin": "B08X6VTMPS", "price": "$17.98", "quantity": ""}, {"title": "YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White", "asin": "B0D2ZS1YDL", "price": "$19.99", "quantity": ""}, {"title": "YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White", "asin": "B0DPMJ8W4L", "price": "$18.99", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White", "asin": "B0CYLM2G34", "price": "$19.99", "quantity": ""}, {"title": "HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top", "asin": "B0DWX6VZN3", "price": "$19.97", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White", "asin": "B0CYLNX39L", "price": "$19.99", "quantity": ""}, {"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small", "asin": "B0CB9PWR56", "price": "$14.99", "quantity": ""}, {"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Basic Casual Shirt Tank Top Off White Small", "asin": "B0D9LM8L1L", "price": "$19.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:11:36.307Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T02:11:36.307Z
click
quantity
rule
2025-05-05T02:11:36.307Z
click
quantity
train
976
2025-05-05T02:11:36.307Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} 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"page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "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": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL"}, {"price": "$19.99"}, {"bullet_list": "Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size"}, {"asin": "B07334PKW6"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "White"}, {"Size": "Small"}], "promotion_items": [{"title": "YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White", "asin": "B0D2ZCHSY6", "price": "$19.99", "quantity": ""}, {"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small", "asin": "B0CB9PWR56", "price": "$14.99", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White", "asin": "B0CYL4WBST", "price": "$19.99", "quantity": ""}, {"title": "HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top", "asin": "B0DWX1KJC8", "price": "$19.97", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White", "asin": "B0CYLNX39L", "price": "$19.99", "quantity": ""}, {"title": "YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White", "asin": "B0DPMJ8W4L", "price": "$18.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets (Small, White)", "asin": "B08X6VTMPS", "price": "$17.98", "quantity": ""}, {"title": "YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White", "asin": "B0D2ZS1YDL", "price": "$19.99", "quantity": ""}, {"title": "YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White", "asin": "B0DPMJ8W4L", "price": "$18.99", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White", "asin": "B0CYLM2G34", "price": "$19.99", "quantity": ""}, {"title": "HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top", "asin": "B0DWX6VZN3", "price": "$19.97", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White", "asin": "B0CYLNX39L", "price": "$19.99", "quantity": ""}, {"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small", "asin": "B0CB9PWR56", "price": "$14.99", "quantity": ""}, {"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Basic Casual Shirt Tank Top Off White Small", "asin": "B0D9LM8L1L", "price": "$19.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:11:36.307Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"asin\": \"B07334PKW6\"},\n{\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}],\n\"product_details\": [{\"title\": \"Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size\"},\n{\"asin\": \"B07334PKW6\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Deep Pink\"},\n{\"Size\": \"Small\"}],\n\"promotion_items\": [{\"title\": \"YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White\", \"asin\": \"B0D2ZCHSY6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small\", \"asin\": \"B0CB9PWR56\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White\", \"asin\": \"B0CYL4WBST\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top\", \"asin\": \"B0DWX1KJC8\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White\", \"asin\": \"B0CYLNX39L\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White\", \"asin\": \"B0DPMJ8W4L\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets (Small, White)\", \"asin\": \"B08X6VTMPS\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White\", \"asin\": \"B0D2ZS1YDL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White\", \"asin\": \"B0DPMJ8W4L\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White\", \"asin\": \"B0CYLM2G34\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top\", \"asin\": \"B0DWX6VZN3\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White\", \"asin\": \"B0CYLNX39L\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small\", \"asin\": \"B0CB9PWR56\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Basic Casual Shirt Tank Top Off White Small\", \"asin\": \"B0D9LM8L1L\", \"price\": \"$19.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:11:39.174Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "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": ""}], "cart_items": [{"asin": "B07334PKW6"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL"}, {"price": "$19.99"}, {"bullet_list": "Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size"}, {"asin": "B07334PKW6"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Deep Pink"}, {"Size": "Small"}], "promotion_items": [{"title": "YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White", "asin": "B0D2ZCHSY6", "price": "$19.99", "quantity": ""}, {"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small", "asin": "B0CB9PWR56", "price": "$14.99", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White", "asin": "B0CYL4WBST", "price": "$19.99", "quantity": ""}, {"title": "HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top", "asin": "B0DWX1KJC8", "price": "$19.97", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White", "asin": "B0CYLNX39L", "price": "$19.99", "quantity": ""}, {"title": "YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White", "asin": "B0DPMJ8W4L", "price": "$18.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets (Small, White)", "asin": "B08X6VTMPS", "price": "$17.98", "quantity": ""}, {"title": "YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White", "asin": "B0D2ZS1YDL", "price": "$19.99", "quantity": ""}, {"title": "YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White", "asin": "B0DPMJ8W4L", "price": "$18.99", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White", "asin": "B0CYLM2G34", "price": "$19.99", "quantity": ""}, {"title": "HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top", "asin": "B0DWX6VZN3", "price": "$19.97", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White", "asin": "B0CYLNX39L", "price": "$19.99", "quantity": ""}, {"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small", "asin": "B0CB9PWR56", "price": "$14.99", "quantity": ""}, {"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Basic Casual Shirt Tank Top Off White Small", "asin": "B0D9LM8L1L", "price": "$19.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:11:39.174Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T02:11:39.174Z
click
product_option
rule
2025-05-05T02:11:39.174Z
click
product_option
train
977
2025-05-05T02:11:39.174Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "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": ""}], "cart_items": [{"asin": "B07334PKW6"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL"}, {"price": "$19.99"}, {"bullet_list": "Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size"}, {"asin": "B07334PKW6"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Deep Pink"}, {"Size": "Small"}], "promotion_items": [{"title": "YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White", "asin": "B0D2ZCHSY6", "price": "$19.99", "quantity": ""}, {"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small", "asin": "B0CB9PWR56", "price": "$14.99", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White", "asin": "B0CYL4WBST", "price": "$19.99", "quantity": ""}, {"title": "HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top", "asin": "B0DWX1KJC8", "price": "$19.97", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White", "asin": "B0CYLNX39L", "price": "$19.99", "quantity": ""}, {"title": "YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White", "asin": "B0DPMJ8W4L", "price": "$18.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets (Small, White)", "asin": "B08X6VTMPS", "price": "$17.98", "quantity": ""}, {"title": "YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White", "asin": "B0D2ZS1YDL", "price": "$19.99", "quantity": ""}, {"title": "YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White", "asin": "B0DPMJ8W4L", "price": "$18.99", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White", "asin": "B0CYLM2G34", "price": "$19.99", "quantity": ""}, {"title": "HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top", "asin": "B0DWX6VZN3", "price": "$19.97", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White", "asin": "B0CYLNX39L", "price": "$19.99", "quantity": ""}, {"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small", "asin": "B0CB9PWR56", "price": "$14.99", "quantity": ""}, {"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Basic Casual Shirt Tank Top Off White Small", "asin": "B0D9LM8L1L", "price": "$19.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:11:39.174Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-15T18:05:44.746Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T18:05:48.228Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", 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\"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"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 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This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"asin\": \"B07334PKW6\"},\n{\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}],\n\"product_details\": [{\"title\": \"Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size\"},\n{\"asin\": \"B0BZDKCQQ2\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Deep Pink\"},\n{\"Size\": \"Small\"}],\n\"promotion_items\": [{\"title\": \"Blooming Jelly Womens Button Down Shirts 3/4 Sleeve Business Casual Tops Satin Silk Summer Clothes (Large, Turquoise)\", \"asin\": \"B0DRPCDGD5\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Light Green\", \"asin\": \"B0BP1J5N9M\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White\", \"asin\": \"B0CYLJQQ63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Beyove Women's Casual Chiffon Scoop Neck Cuffed Sleeve Blouse Tops (Pink, Small\", \"asin\": \"B072MYSWDB\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops\", \"asin\": \"B0DS2G7F15\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small\", \"asin\": \"B0CB9PWR56\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"KINLONSAIR Women's Sleeveless Henley Tank Tops Ribbed V Neck Button Down T Shirts Summer Slim Fit Tee Tops Rose Pink\", \"asin\": \"B0BYHTGM78\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops\", \"asin\": \"B0DS2G7F15\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"KINLONSAIR Women's Sleeveless Henley Tank Tops Ribbed V Neck Button Down T Shirts Summer Slim Fit Tee Tops Rose Pink\", \"asin\": \"B0BYHTGM78\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"Chiffon Tops for Women Casual Sleeveless Round Neck Tops Flowy Summer Camisole Blouses Pink XX-Large\", \"asin\": \"B071K5GDJC\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Mawor Silk Satin Tank Top for Women Summer Camisole Tops 2025 Sleeveless Blouse Dressy Business Casual Shirt Trendy Cute Cami Outfits Bright Pink XL\", \"asin\": \"B0DZD3GHSF\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blooming Jelly Womens Button Down Shirts 3/4 Sleeve Business Casual Tops Satin Silk Summer Clothes (Large, Turquoise)\", \"asin\": \"B0DRPCDGD5\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Light Green\", \"asin\": \"B0BP1J5N9M\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White\", \"asin\": \"B0CYLJQQ63\", \"price\": \"$19.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:11:44.087Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "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": ""}], "cart_items": [{"asin": "B07334PKW6"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL"}, {"price": "$19.99"}, {"bullet_list": "Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size"}, {"asin": "B0BZDKCQQ2"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Deep Pink"}, {"Size": "Small"}], "promotion_items": [{"title": "Blooming Jelly Womens Button Down Shirts 3/4 Sleeve Business Casual Tops Satin Silk Summer Clothes (Large, Turquoise)", "asin": "B0DRPCDGD5", "price": "$19.99", "quantity": ""}, {"title": "Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Light Green", "asin": "B0BP1J5N9M", "price": "$19.99", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White", "asin": "B0CYLJQQ63", "price": "$19.99", "quantity": ""}, {"title": "Beyove Women's Casual Chiffon Scoop Neck Cuffed Sleeve Blouse Tops (Pink, Small", "asin": "B072MYSWDB", "price": "$14.99", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops", "asin": "B0DS2G7F15", "price": "$19.99", "quantity": ""}, {"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small", "asin": "B0CB9PWR56", "price": "$14.99", "quantity": ""}, {"title": "KINLONSAIR Women's Sleeveless Henley Tank Tops Ribbed V Neck Button Down T Shirts Summer Slim Fit Tee Tops Rose Pink", "asin": "B0BYHTGM78", "price": "$14.97", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops", "asin": "B0DS2G7F15", "price": "$19.99", "quantity": ""}, {"title": "KINLONSAIR Women's Sleeveless Henley Tank Tops Ribbed V Neck Button Down T Shirts Summer Slim Fit Tee Tops Rose Pink", "asin": "B0BYHTGM78", "price": "$14.97", "quantity": ""}, {"title": "Chiffon Tops for Women Casual Sleeveless Round Neck Tops Flowy Summer Camisole Blouses Pink XX-Large", "asin": "B071K5GDJC", "price": "$17.99", "quantity": ""}, {"title": "Mawor Silk Satin Tank Top for Women Summer Camisole Tops 2025 Sleeveless Blouse Dressy Business Casual Shirt Trendy Cute Cami Outfits Bright Pink XL", "asin": "B0DZD3GHSF", "price": "$19.99", "quantity": ""}, {"title": "Blooming Jelly Womens Button Down Shirts 3/4 Sleeve Business Casual Tops Satin Silk Summer Clothes (Large, Turquoise)", "asin": "B0DRPCDGD5", "price": "$19.99", "quantity": ""}, {"title": "Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Light Green", "asin": "B0BP1J5N9M", "price": "$19.99", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White", "asin": "B0CYLJQQ63", "price": "$19.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:11:44.087Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T02:11:44.087Z
purchase
B0BZDKCQQ2
rule
2025-05-05T02:11:44.087Z
purchase
B0BZDKCQQ2
train
978
2025-05-05T02:11:44.087Z
purchase
B0BZDKCQQ2
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"} {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"} {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "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": ""}], "cart_items": [{"asin": "B07334PKW6"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL"}, {"price": "$19.99"}, {"bullet_list": "Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size"}, {"asin": "B0BZDKCQQ2"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Deep Pink"}, {"Size": "Small"}], "promotion_items": [{"title": "Blooming Jelly Womens Button Down Shirts 3/4 Sleeve Business Casual Tops Satin Silk Summer Clothes (Large, Turquoise)", "asin": "B0DRPCDGD5", "price": "$19.99", "quantity": ""}, {"title": "Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Light Green", "asin": "B0BP1J5N9M", "price": "$19.99", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White", "asin": "B0CYLJQQ63", "price": "$19.99", "quantity": ""}, {"title": "Beyove Women's Casual Chiffon Scoop Neck Cuffed Sleeve Blouse Tops (Pink, Small", "asin": "B072MYSWDB", "price": "$14.99", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops", "asin": "B0DS2G7F15", "price": "$19.99", "quantity": ""}, {"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small", "asin": "B0CB9PWR56", "price": "$14.99", "quantity": ""}, {"title": "KINLONSAIR Women's Sleeveless Henley Tank Tops Ribbed V Neck Button Down T Shirts Summer Slim Fit Tee Tops Rose Pink", "asin": "B0BYHTGM78", "price": "$14.97", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops", "asin": "B0DS2G7F15", "price": "$19.99", "quantity": ""}, {"title": "KINLONSAIR Women's Sleeveless Henley Tank Tops Ribbed V Neck Button Down T Shirts Summer Slim Fit Tee Tops Rose Pink", "asin": "B0BYHTGM78", "price": "$14.97", "quantity": ""}, {"title": "Chiffon Tops for Women Casual Sleeveless Round Neck Tops Flowy Summer Camisole Blouses Pink XX-Large", "asin": "B071K5GDJC", "price": "$17.99", "quantity": ""}, {"title": "Mawor Silk Satin Tank Top for Women Summer Camisole Tops 2025 Sleeveless Blouse Dressy Business Casual Shirt Trendy Cute Cami Outfits Bright Pink XL", "asin": "B0DZD3GHSF", "price": "$19.99", "quantity": ""}, {"title": "Blooming Jelly Womens Button Down Shirts 3/4 Sleeve Business Casual Tops Satin Silk Summer Clothes (Large, Turquoise)", "asin": "B0DRPCDGD5", "price": "$19.99", "quantity": ""}, {"title": "Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Light Green", "asin": "B0BP1J5N9M", "price": "$19.99", "quantity": ""}, {"title": "YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White", "asin": "B0CYLJQQ63", "price": "$19.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:11:44.087Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": 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\"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\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\"search_term\": [{\"term\": \"women+professional+pants\"}],\n\"cart_items\": [{\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}],\n\"product_details\": [{\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"},\n{\"asin\": \"B0CN8H29FR\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Fit Type\": \"Short 28 Inches\"},\n{\"Size\": \"XX-Small\"},\n{\"Color\": \"28\\\" Black\"}],\n\"promotion_items\": [{\"title\": \"JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black\", \"asin\": \"B0DCVYHJ1N\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens\", \"asin\": \"B0DGWXJVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey\", \"asin\": \"B0C38VPGCQ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\\\",Black,Size XXL\", \"asin\": \"B07QVP7BZT\", \"price\": \"$40.99\", \"quantity\": \"\"},\n{\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:13:13.431Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": 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"2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} <|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": "women+professional+pants"}], "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"}, {"price": "$39.99"}, {"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."}, {"asin": "B0CN8H29FR"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Fit Type": "Short 28 Inches"}, {"Size": "XX-Small"}, {"Color": "28\" Black"}], "promotion_items": [{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""}, {"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}, {"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""}, {"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:13:13.431Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T02:13:13.431Z
click
review
rule
2025-05-05T02:13:13.431Z
click
review
train
979
2025-05-05T02:13:13.431Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": 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"action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} <|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": "women+professional+pants"}], "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"}, {"price": "$39.99"}, {"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."}, {"asin": "B0CN8H29FR"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Fit Type": "Short 28 Inches"}, {"Size": "XX-Small"}, {"Color": "28\" Black"}], "promotion_items": [{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""}, {"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}, {"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""}, {"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:13:13.431Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"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\"search_term\": [{\"term\": \"women+professional+pants\"}],\n\"cart_items\": [{\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}],\n\"product_details\": [{\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"},\n{\"asin\": \"B0CN8H29FR\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Fit Type\": \"Short 28 Inches\"},\n{\"Size\": \"XX-Small\"},\n{\"Color\": \"28\\\" Black\"}],\n\"promotion_items\": [{\"title\": \"JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black\", \"asin\": \"B0DCVYHJ1N\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens\", \"asin\": \"B0DGWXJVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey\", \"asin\": \"B0C38VPGCQ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\\\",Black,Size XXL\", \"asin\": \"B07QVP7BZT\", \"price\": \"$40.99\", \"quantity\": \"\"},\n{\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:14:12.990Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", 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"product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:13:13.431Z", "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": "women+professional+pants"}], "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"}, {"price": "$39.99"}, {"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."}, {"asin": "B0CN8H29FR"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Fit Type": "Short 28 Inches"}, {"Size": "XX-Small"}, {"Color": "28\" Black"}], "promotion_items": [{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""}, {"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}, {"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""}, {"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:14:12.990Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T02:14:12.990Z
click
review
rule
2025-05-05T02:14:12.990Z
click
review
train
980
2025-05-05T02:14:12.990Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:13:13.431Z", "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": "women+professional+pants"}], "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"}, {"price": "$39.99"}, {"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."}, {"asin": "B0CN8H29FR"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Fit Type": "Short 28 Inches"}, {"Size": "XX-Small"}, {"Color": "28\" Black"}], "promotion_items": [{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""}, {"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}, {"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""}, {"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:14:12.990Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"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\"search_term\": [{\"term\": \"women+professional+pants\"}],\n\"cart_items\": [{\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}],\n\"product_details\": [{\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"},\n{\"asin\": \"B0CN8H29FR\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Fit Type\": \"Short 28 Inches\"},\n{\"Size\": \"XX-Small\"},\n{\"Color\": \"28\\\" Black\"}],\n\"promotion_items\": [{\"title\": \"JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black\", \"asin\": \"B0DCVYHJ1N\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens\", \"asin\": \"B0DGWXJVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey\", \"asin\": \"B0C38VPGCQ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\\\",Black,Size XXL\", \"asin\": \"B07QVP7BZT\", \"price\": \"$40.99\", \"quantity\": \"\"},\n{\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:14:37.031Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "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": "women+professional+pants"}], "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"}, {"price": "$39.99"}, {"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."}, {"asin": "B0CN8H29FR"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Fit Type": "Short 28 Inches"}, {"Size": "XX-Small"}, {"Color": "28\" Black"}], "promotion_items": [{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""}, {"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}, {"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""}, {"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:14:37.031Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T02:14:37.031Z
click
review
rule
2025-05-05T02:14:37.031Z
click
review
train
981
2025-05-05T02:14:37.031Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "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": "women+professional+pants"}], "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"}, {"price": "$39.99"}, {"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."}, {"asin": "B0CN8H29FR"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Fit Type": "Short 28 Inches"}, {"Size": "XX-Small"}, {"Color": "28\" Black"}], "promotion_items": [{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""}, {"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}, {"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""}, {"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:14:37.031Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"women+professional+pants\"}],\n\"cart_items\": [{\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}],\n\"product_details\": [{\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"},\n{\"asin\": \"B0CN8H29FR\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Fit Type\": \"Short 28 Inches\"},\n{\"Size\": \"X-Small\"},\n{\"Color\": \"28\\\" Black\"}],\n\"promotion_items\": [{\"title\": \"JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black\", \"asin\": \"B0DCVYHJ1N\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens\", \"asin\": \"B0DGWXJVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey\", \"asin\": \"B0C38VPGCQ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\\\",Black,Size XXL\", \"asin\": \"B07QVP7BZT\", \"price\": \"$40.99\", \"quantity\": \"\"},\n{\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:14:39.563Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "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": "women+professional+pants"}], "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"}, {"price": "$39.99"}, {"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."}, {"asin": "B0CN8H29FR"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Fit Type": "Short 28 Inches"}, {"Size": "X-Small"}, {"Color": "28\" Black"}], "promotion_items": [{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""}, {"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}, {"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""}, {"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:14:39.563Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T02:14:39.563Z
click
product_option
rule
2025-05-05T02:14:39.563Z
click
product_option
train
982
2025-05-05T02:14:39.563Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "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": "women+professional+pants"}], "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"}, {"price": "$39.99"}, {"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."}, {"asin": "B0CN8H29FR"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Fit Type": "Short 28 Inches"}, {"Size": "X-Small"}, {"Color": "28\" Black"}], "promotion_items": [{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""}, {"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}, {"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""}, {"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""}, {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:14:39.563Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:41.116Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"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\"search_term\": [{\"term\": \"women+professional+pants\"}],\n\"cart_items\": [{\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}],\n\"product_details\": [{\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"},\n{\"asin\": \"B0CN8S73JR\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Fit Type\": \"Short 28 Inches\"},\n{\"Size\": \"X-Small\"},\n{\"Color\": \"28\\\" Black\"}],\n\"promotion_items\": [{\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n{\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7JJLCM\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Stelle Women Dress Pants Business Casual Straight Leg 30\\\" Stretch Work Pants Pull On Regular Slacks with 4 Pockets (Black, Medium)\", \"asin\": \"B0DF58WYB4\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ewedoos Wide Leg Stretchy Work Pants Slacks for Women Business Casual Pants High Waisted Waffle 26''/28'' Dress Pants Black\", \"asin\": \"B0D93FXNMQ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Willit 31\\\" Women's Yoga Dress Pants Straight Leg Work Slacks Stretchy Office Casual Pants 4 Pockets Belt Loops Black XL\", \"asin\": \"B09SPTLJ8K\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Yogipace,Belt Loops,Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,31\\\",Black,Size XL\", \"asin\": \"B07QYRRTS8\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Work Slacks for Women Business Casual Yoga (Black)\", \"asin\": \"B0CB861G2X\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Ewedoos Wide Leg Stretchy Work Pants Slacks for Women Business Casual Pants High Waisted Waffle 26''/28'' Dress Pants Black\", \"asin\": \"B0D93FXNMQ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:14:51.695Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} 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"2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "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": "women+professional+pants"}], "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"}, {"price": "$39.99"}, {"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."}, {"asin": "B0CN8S73JR"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Fit Type": "Short 28 Inches"}, {"Size": "X-Small"}, {"Color": "28\" Black"}], "promotion_items": [{"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7JJLCM", "price": "$34.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "Stelle Women Dress Pants Business Casual Straight Leg 30\" Stretch Work Pants Pull On Regular Slacks with 4 Pockets (Black, Medium)", "asin": "B0DF58WYB4", "price": "$36.99", "quantity": ""}, {"title": "Ewedoos Wide Leg Stretchy Work Pants Slacks for Women Business Casual Pants High Waisted Waffle 26''/28'' Dress Pants Black", "asin": "B0D93FXNMQ", "price": "$24.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}, {"title": "Willit 31\" Women's Yoga Dress Pants Straight Leg Work Slacks Stretchy Office Casual Pants 4 Pockets Belt Loops Black XL", "asin": "B09SPTLJ8K", "price": "$39.99", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""}, {"title": "Yogipace,Belt Loops,Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,31\",Black,Size XL", "asin": "B07QYRRTS8", "price": "$42.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Work Slacks for Women Business Casual Yoga (Black)", "asin": "B0CB861G2X", "price": "$29.99", "quantity": ""}, {"title": "Ewedoos Wide Leg Stretchy Work Pants Slacks for Women Business Casual Pants High Waisted Waffle 26''/28'' Dress Pants Black", "asin": "B0D93FXNMQ", "price": "$24.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:14:51.695Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T02:14:51.695Z
purchase
B0CN8S73JR
rule
2025-05-05T02:14:51.695Z
purchase
B0CN8S73JR
train
983
2025-05-05T02:14:51.695Z
purchase
B0CN8S73JR
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"} {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"} {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"} {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": 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"2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "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": "women+professional+pants"}], "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"}, {"price": "$39.99"}, {"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."}, {"asin": "B0CN8S73JR"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Fit Type": "Short 28 Inches"}, {"Size": "X-Small"}, {"Color": "28\" Black"}], "promotion_items": [{"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7JJLCM", "price": "$34.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "Stelle Women Dress Pants Business Casual Straight Leg 30\" Stretch Work Pants Pull On Regular Slacks with 4 Pockets (Black, Medium)", "asin": "B0DF58WYB4", "price": "$36.99", "quantity": ""}, {"title": "Ewedoos Wide Leg Stretchy Work Pants Slacks for Women Business Casual Pants High Waisted Waffle 26''/28'' Dress Pants Black", "asin": "B0D93FXNMQ", "price": "$24.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}, {"title": "Willit 31\" Women's Yoga Dress Pants Straight Leg Work Slacks Stretchy Office Casual Pants 4 Pockets Belt Loops Black XL", "asin": "B09SPTLJ8K", "price": "$39.99", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""}, {"title": "Yogipace,Belt Loops,Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,31\",Black,Size XL", "asin": "B07QYRRTS8", "price": "$42.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Work Slacks for Women Business Casual Yoga (Black)", "asin": "B0CB861G2X", "price": "$29.99", "quantity": ""}, {"title": "Ewedoos Wide Leg Stretchy Work Pants Slacks for Women Business Casual Pants High Waisted Waffle 26''/28'' Dress Pants Black", "asin": "B0D93FXNMQ", "price": "$24.99", "quantity": ""}, {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""}, {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:14:51.695Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": 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\"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\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\"search_term\": [{\"term\": \"women+professional+pants\"}],\n\"cart_items\": [{\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}],\n\"product_details\": [{\"title\": \"Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Superior Quality: Crafted with premium stretchy and breathable materials, which is suitable for more type of body. Soft and skin friendly fabric, more comfortable to wear. And these pants ensure durability and long-lasting wear. Comfortable Fit: Featuring a high waist and straight leg design, these pants offer a comfortable and flattering fit that contours to your body shape while providing freedom of movement. Stylish Details: With a chic decorative button-down design, practical 4 pockets, and a versatile design, these pants effortlessly transition from work attire to outdoor activities with ease. Versatile Wardrobe Essential: Perfect for various occasions, these pants are a versatile staple that can be dressed up or down with sweatshirts, tanks, suit etc. to suit your personal style and needs. Warm Tips: Hand wash or machine wash in a low temperature, and please refer to the size chart.\"},\n{\"asin\": \"B0DCVYHJ1N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Small\"}],\n\"promotion_items\": [{\"title\": \"Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black\", \"asin\": \"B0CXTCCPS8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7HKWCJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Arach&Cloz Womens Black Dress Pants Work Office Ankle Trouser Business Casual Slacks High Wasited Buttoms with 4 Pockets M\", \"asin\": \"B0DL61Z89T\", \"price\": \"$16.39\", \"quantity\": \"\"},\n{\"title\": \"Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL\", \"asin\": \"B0BZRZQKN3\", \"price\": \"$50.99\", \"quantity\": \"\"},\n{\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Stelle Women Dress Pants Business Casual Straight Leg 30\\\" Stretch Work Pants Pull On Regular Slacks with 4 Pockets (Black, Large)\", \"asin\": \"B0DF58DX8T\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"PINSV Women's High Waisted Stretchy Bootcut Pull On Dress Pants Casual Work Pants 3257 Black XL\", \"asin\": \"B09B759157\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"KICZOY Women's Stretch Business Straight Leg Dress Pants with Pockets Wear to Work Casual Suitpants Dark Gray\", \"asin\": \"B0DRS8HR69\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"nuveti Women's High Waisted Boot Cut Yoga Pants 4 Pockets Workout Pants Tummy Control Women Bootleg Work Pants Dress Pants (DarkBlue, XX-Large)\", \"asin\": \"B089YKD629\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Willit 31\\\" Women's Yoga Dress Pants Straight Leg Work Slacks Stretchy Office Casual Pants 4 Pockets Belt Loops Deep Brown L\", \"asin\": \"B0CKHPZJWK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"VONMELLI 3 Pack Women's Belts for Jeans Pants Fashion Gold Buckle Ladies Dress Belt Black Brown Beige S\", \"asin\": \"B0C1MQ9R45\", \"price\": \"$20.39\", \"quantity\": \"\"},\n{\"title\": \"Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black\", \"asin\": \"B0CXTCCPS8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7HKWCJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL\", \"asin\": \"B0BZRZQKN3\", \"price\": \"$50.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:15:36.460Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} <|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": "women+professional+pants"}], "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers"}, {"price": "$19.99"}, {"bullet_list": "Superior Quality: Crafted with premium stretchy and breathable materials, which is suitable for more type of body. Soft and skin friendly fabric, more comfortable to wear. And these pants ensure durability and long-lasting wear. Comfortable Fit: Featuring a high waist and straight leg design, these pants offer a comfortable and flattering fit that contours to your body shape while providing freedom of movement. Stylish Details: With a chic decorative button-down design, practical 4 pockets, and a versatile design, these pants effortlessly transition from work attire to outdoor activities with ease. Versatile Wardrobe Essential: Perfect for various occasions, these pants are a versatile staple that can be dressed up or down with sweatshirts, tanks, suit etc. to suit your personal style and needs. Warm Tips: Hand wash or machine wash in a low temperature, and please refer to the size chart."}, {"asin": "B0DCVYHJ1N"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}, {"Size": "Small"}], "promotion_items": [{"title": "Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black", "asin": "B0CXTCCPS8", "price": "$26.99", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7HKWCJ", "price": "$34.99", "quantity": ""}, {"title": "Arach&Cloz Womens Black Dress Pants Work Office Ankle Trouser Business Casual Slacks High Wasited Buttoms with 4 Pockets M", "asin": "B0DL61Z89T", "price": "$16.39", "quantity": ""}, {"title": "Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL", "asin": "B0BZRZQKN3", "price": "$50.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "Stelle Women Dress Pants Business Casual Straight Leg 30\" Stretch Work Pants Pull On Regular Slacks with 4 Pockets (Black, Large)", "asin": "B0DF58DX8T", "price": "$33.99", "quantity": ""}, {"title": "PINSV Women's High Waisted Stretchy Bootcut Pull On Dress Pants Casual Work Pants 3257 Black XL", "asin": "B09B759157", "price": "$31.99", "quantity": ""}, {"title": "KICZOY Women's Stretch Business Straight Leg Dress Pants with Pockets Wear to Work Casual Suitpants Dark Gray", "asin": "B0DRS8HR69", "price": "$39.99", "quantity": ""}, {"title": "nuveti Women's High Waisted Boot Cut Yoga Pants 4 Pockets Workout Pants Tummy Control Women Bootleg Work Pants Dress Pants (DarkBlue, XX-Large)", "asin": "B089YKD629", "price": "$28.99", "quantity": ""}, {"title": "Willit 31\" Women's Yoga Dress Pants Straight Leg Work Slacks Stretchy Office Casual Pants 4 Pockets Belt Loops Deep Brown L", "asin": "B0CKHPZJWK", "price": "$39.99", "quantity": ""}, {"title": "VONMELLI 3 Pack Women's Belts for Jeans Pants Fashion Gold Buckle Ladies Dress Belt Black Brown Beige S", "asin": "B0C1MQ9R45", "price": "$20.39", "quantity": ""}, {"title": "Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black", "asin": "B0CXTCCPS8", "price": "$26.99", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7HKWCJ", "price": "$34.99", "quantity": ""}, {"title": "Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL", "asin": "B0BZRZQKN3", "price": "$50.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:15:36.460Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T02:15:36.460Z
click
review
rule
2025-05-05T02:15:36.460Z
click
review
train
984
2025-05-05T02:15:36.460Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} <|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": "women+professional+pants"}], "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers"}, {"price": "$19.99"}, {"bullet_list": "Superior Quality: Crafted with premium stretchy and breathable materials, which is suitable for more type of body. Soft and skin friendly fabric, more comfortable to wear. And these pants ensure durability and long-lasting wear. Comfortable Fit: Featuring a high waist and straight leg design, these pants offer a comfortable and flattering fit that contours to your body shape while providing freedom of movement. Stylish Details: With a chic decorative button-down design, practical 4 pockets, and a versatile design, these pants effortlessly transition from work attire to outdoor activities with ease. Versatile Wardrobe Essential: Perfect for various occasions, these pants are a versatile staple that can be dressed up or down with sweatshirts, tanks, suit etc. to suit your personal style and needs. Warm Tips: Hand wash or machine wash in a low temperature, and please refer to the size chart."}, {"asin": "B0DCVYHJ1N"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}, {"Size": "Small"}], "promotion_items": [{"title": "Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black", "asin": "B0CXTCCPS8", "price": "$26.99", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7HKWCJ", "price": "$34.99", "quantity": ""}, {"title": "Arach&Cloz Womens Black Dress Pants Work Office Ankle Trouser Business Casual Slacks High Wasited Buttoms with 4 Pockets M", "asin": "B0DL61Z89T", "price": "$16.39", "quantity": ""}, {"title": "Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL", "asin": "B0BZRZQKN3", "price": "$50.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "Stelle Women Dress Pants Business Casual Straight Leg 30\" Stretch Work Pants Pull On Regular Slacks with 4 Pockets (Black, Large)", "asin": "B0DF58DX8T", "price": "$33.99", "quantity": ""}, {"title": "PINSV Women's High Waisted Stretchy Bootcut Pull On Dress Pants Casual Work Pants 3257 Black XL", "asin": "B09B759157", "price": "$31.99", "quantity": ""}, {"title": "KICZOY Women's Stretch Business Straight Leg Dress Pants with Pockets Wear to Work Casual Suitpants Dark Gray", "asin": "B0DRS8HR69", "price": "$39.99", "quantity": ""}, {"title": "nuveti Women's High Waisted Boot Cut Yoga Pants 4 Pockets Workout Pants Tummy Control Women Bootleg Work Pants Dress Pants (DarkBlue, XX-Large)", "asin": "B089YKD629", "price": "$28.99", "quantity": ""}, {"title": "Willit 31\" Women's Yoga Dress Pants Straight Leg Work Slacks Stretchy Office Casual Pants 4 Pockets Belt Loops Deep Brown L", "asin": "B0CKHPZJWK", "price": "$39.99", "quantity": ""}, {"title": "VONMELLI 3 Pack Women's Belts for Jeans Pants Fashion Gold Buckle Ladies Dress Belt Black Brown Beige S", "asin": "B0C1MQ9R45", "price": "$20.39", "quantity": ""}, {"title": "Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black", "asin": "B0CXTCCPS8", "price": "$26.99", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7HKWCJ", "price": "$34.99", "quantity": ""}, {"title": "Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL", "asin": "B0BZRZQKN3", "price": "$50.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:15:36.460Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"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\"search_term\": [{\"term\": \"women+professional+pants\"}],\n\"cart_items\": [{\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n{\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}],\n\"product_details\": [{\"title\": \"Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"Superior Quality: Crafted with premium stretchy and breathable materials, which is suitable for more type of body. Soft and skin friendly fabric, more comfortable to wear. And these pants ensure durability and long-lasting wear. Comfortable Fit: Featuring a high waist and straight leg design, these pants offer a comfortable and flattering fit that contours to your body shape while providing freedom of movement. Stylish Details: With a chic decorative button-down design, practical 4 pockets, and a versatile design, these pants effortlessly transition from work attire to outdoor activities with ease. Versatile Wardrobe Essential: Perfect for various occasions, these pants are a versatile staple that can be dressed up or down with sweatshirts, tanks, suit etc. to suit your personal style and needs. Warm Tips: Hand wash or machine wash in a low temperature, and please refer to the size chart.\"},\n{\"asin\": \"B0DCVYHJ1N\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black\"},\n{\"Size\": \"Small\"}],\n\"promotion_items\": [{\"title\": \"Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black\", \"asin\": \"B0CXTCCPS8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7HKWCJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Arach&Cloz Womens Black Dress Pants Work Office Ankle Trouser Business Casual Slacks High Wasited Buttoms with 4 Pockets M\", \"asin\": \"B0DL61Z89T\", \"price\": \"$16.39\", \"quantity\": \"\"},\n{\"title\": \"Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL\", \"asin\": \"B0BZRZQKN3\", \"price\": \"$50.99\", \"quantity\": \"\"},\n{\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Stelle Women Dress Pants Business Casual Straight Leg 30\\\" Stretch Work Pants Pull On Regular Slacks with 4 Pockets (Black, Large)\", \"asin\": \"B0DF58DX8T\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"PINSV Women's High Waisted Stretchy Bootcut Pull On Dress Pants Casual Work Pants 3257 Black XL\", \"asin\": \"B09B759157\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"KICZOY Women's Stretch Business Straight Leg Dress Pants with Pockets Wear to Work Casual Suitpants Dark Gray\", \"asin\": \"B0DRS8HR69\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"nuveti Women's High Waisted Boot Cut Yoga Pants 4 Pockets Workout Pants Tummy Control Women Bootleg Work Pants Dress Pants (DarkBlue, XX-Large)\", \"asin\": \"B089YKD629\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Willit 31\\\" Women's Yoga Dress Pants Straight Leg Work Slacks Stretchy Office Casual Pants 4 Pockets Belt Loops Deep Brown L\", \"asin\": \"B0CKHPZJWK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"VONMELLI 3 Pack Women's Belts for Jeans Pants Fashion Gold Buckle Ladies Dress Belt Black Brown Beige S\", \"asin\": \"B0C1MQ9R45\", \"price\": \"$20.39\", \"quantity\": \"\"},\n{\"title\": \"Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black\", \"asin\": \"B0CXTCCPS8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7HKWCJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL\", \"asin\": \"B0BZRZQKN3\", \"price\": \"$50.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:15:43.404Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:15:36.460Z", "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": "women+professional+pants"}], "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers"}, {"price": "$19.99"}, {"bullet_list": "Superior Quality: Crafted with premium stretchy and breathable materials, which is suitable for more type of body. Soft and skin friendly fabric, more comfortable to wear. And these pants ensure durability and long-lasting wear. Comfortable Fit: Featuring a high waist and straight leg design, these pants offer a comfortable and flattering fit that contours to your body shape while providing freedom of movement. Stylish Details: With a chic decorative button-down design, practical 4 pockets, and a versatile design, these pants effortlessly transition from work attire to outdoor activities with ease. Versatile Wardrobe Essential: Perfect for various occasions, these pants are a versatile staple that can be dressed up or down with sweatshirts, tanks, suit etc. to suit your personal style and needs. Warm Tips: Hand wash or machine wash in a low temperature, and please refer to the size chart."}, {"asin": "B0DCVYHJ1N"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}, {"Size": "Small"}], "promotion_items": [{"title": "Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black", "asin": "B0CXTCCPS8", "price": "$26.99", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7HKWCJ", "price": "$34.99", "quantity": ""}, {"title": "Arach&Cloz Womens Black Dress Pants Work Office Ankle Trouser Business Casual Slacks High Wasited Buttoms with 4 Pockets M", "asin": "B0DL61Z89T", "price": "$16.39", "quantity": ""}, {"title": "Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL", "asin": "B0BZRZQKN3", "price": "$50.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "Stelle Women Dress Pants Business Casual Straight Leg 30\" Stretch Work Pants Pull On Regular Slacks with 4 Pockets (Black, Large)", "asin": "B0DF58DX8T", "price": "$33.99", "quantity": ""}, {"title": "PINSV Women's High Waisted Stretchy Bootcut Pull On Dress Pants Casual Work Pants 3257 Black XL", "asin": "B09B759157", "price": "$31.99", "quantity": ""}, {"title": "KICZOY Women's Stretch Business Straight Leg Dress Pants with Pockets Wear to Work Casual Suitpants Dark Gray", "asin": "B0DRS8HR69", "price": "$39.99", "quantity": ""}, {"title": "nuveti Women's High Waisted Boot Cut Yoga Pants 4 Pockets Workout Pants Tummy Control Women Bootleg Work Pants Dress Pants (DarkBlue, XX-Large)", "asin": "B089YKD629", "price": "$28.99", "quantity": ""}, {"title": "Willit 31\" Women's Yoga Dress Pants Straight Leg Work Slacks Stretchy Office Casual Pants 4 Pockets Belt Loops Deep Brown L", "asin": "B0CKHPZJWK", "price": "$39.99", "quantity": ""}, {"title": "VONMELLI 3 Pack Women's Belts for Jeans Pants Fashion Gold Buckle Ladies Dress Belt Black Brown Beige S", "asin": "B0C1MQ9R45", "price": "$20.39", "quantity": ""}, {"title": "Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black", "asin": "B0CXTCCPS8", "price": "$26.99", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7HKWCJ", "price": "$34.99", "quantity": ""}, {"title": "Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL", "asin": "B0BZRZQKN3", "price": "$50.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:15:43.404Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T02:15:43.404Z
click
cart_side_bar
rule
2025-05-05T02:15:43.404Z
click
cart_side_bar
train
985
2025-05-05T02:15:43.404Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", 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"2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:15:36.460Z", "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": "women+professional+pants"}], "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"}, {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}], "product_details": [{"title": "Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers"}, {"price": "$19.99"}, {"bullet_list": "Superior Quality: Crafted with premium stretchy and breathable materials, which is suitable for more type of body. Soft and skin friendly fabric, more comfortable to wear. And these pants ensure durability and long-lasting wear. Comfortable Fit: Featuring a high waist and straight leg design, these pants offer a comfortable and flattering fit that contours to your body shape while providing freedom of movement. Stylish Details: With a chic decorative button-down design, practical 4 pockets, and a versatile design, these pants effortlessly transition from work attire to outdoor activities with ease. Versatile Wardrobe Essential: Perfect for various occasions, these pants are a versatile staple that can be dressed up or down with sweatshirts, tanks, suit etc. to suit your personal style and needs. Warm Tips: Hand wash or machine wash in a low temperature, and please refer to the size chart."}, {"asin": "B0DCVYHJ1N"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Black"}, {"Size": "Small"}], "promotion_items": [{"title": "Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black", "asin": "B0CXTCCPS8", "price": "$26.99", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7HKWCJ", "price": "$34.99", "quantity": ""}, {"title": "Arach&Cloz Womens Black Dress Pants Work Office Ankle Trouser Business Casual Slacks High Wasited Buttoms with 4 Pockets M", "asin": "B0DL61Z89T", "price": "$16.39", "quantity": ""}, {"title": "Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL", "asin": "B0BZRZQKN3", "price": "$50.99", "quantity": ""}, {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""}, {"title": "Stelle Women Dress Pants Business Casual Straight Leg 30\" Stretch Work Pants Pull On Regular Slacks with 4 Pockets (Black, Large)", "asin": "B0DF58DX8T", "price": "$33.99", "quantity": ""}, {"title": "PINSV Women's High Waisted Stretchy Bootcut Pull On Dress Pants Casual Work Pants 3257 Black XL", "asin": "B09B759157", "price": "$31.99", "quantity": ""}, {"title": "KICZOY Women's Stretch Business Straight Leg Dress Pants with Pockets Wear to Work Casual Suitpants Dark Gray", "asin": "B0DRS8HR69", "price": "$39.99", "quantity": ""}, {"title": "nuveti Women's High Waisted Boot Cut Yoga Pants 4 Pockets Workout Pants Tummy Control Women Bootleg Work Pants Dress Pants (DarkBlue, XX-Large)", "asin": "B089YKD629", "price": "$28.99", "quantity": ""}, {"title": "Willit 31\" Women's Yoga Dress Pants Straight Leg Work Slacks Stretchy Office Casual Pants 4 Pockets Belt Loops Deep Brown L", "asin": "B0CKHPZJWK", "price": "$39.99", "quantity": ""}, {"title": "VONMELLI 3 Pack Women's Belts for Jeans Pants Fashion Gold Buckle Ladies Dress Belt Black Brown Beige S", "asin": "B0C1MQ9R45", "price": "$20.39", "quantity": ""}, {"title": "Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black", "asin": "B0CXTCCPS8", "price": "$26.99", "quantity": ""}, {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7HKWCJ", "price": "$34.99", "quantity": ""}, {"title": "Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL", "asin": "B0BZRZQKN3", "price": "$50.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:15:43.404Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\\\" Black, X-Small)\", \"asin\": \"B0CN8S73JR\", \"price\": \"$39.99\", \"quantity\": \"1\"},\n{\"title\": \"Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink\", \"asin\": \"B0BZDKCQQ2\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"},\n{\"price\": \"$14.99\"},\n{\"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"},\n{\"asin\": \"B0DSG2LCX2\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"XX-Small\"},\n{\"Color\": \"5288_navy Blue\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$45.46\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S\", \"asin\": \"B0D183YLTN\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"},\n{\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS\", \"asin\": \"B0D3Z6K2PZ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"CUNLIN Womens Dress Shirts Shirt for Women Plain Cotton Tops Collared Office Formal Work Casual Blouse Dressy Long Sleeve Business v Neck Button Down Blouses Royal Blue XXL\", \"asin\": \"B0BWXLKVZY\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$26.09\", \"quantity\": \"\"},\n{\"title\": \"Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)\", \"asin\": \"B07PCJVF6D\", \"price\": \"$25.98\", \"quantity\": \"\"},\n{\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S\", \"asin\": \"B0DQ1D9W9D\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS\", \"asin\": \"B0D3Z6K2PZ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium\", \"asin\": \"B0DKT56XLF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:15:53.757Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "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": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\" Black, X-Small)", "asin": "B0CN8S73JR", "price": "$39.99", "quantity": "1"}, {"title": "Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink", "asin": "B0BZDKCQQ2", "price": "$19.99", "quantity": "1"}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"}, {"price": "$14.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0DSG2LCX2"}], "product_quantity": [{"quantity": "1 "}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.46", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S", "asin": "B0D183YLTN", "price": "$19.97", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""}, {"title": "CUNLIN Womens Dress Shirts Shirt for Women Plain Cotton Tops Collared Office Formal Work Casual Blouse Dressy Long Sleeve Business v Neck Button Down Blouses Royal Blue XXL", "asin": "B0BWXLKVZY", "price": "$19.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""}, {"title": "Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)", "asin": "B07PCJVF6D", "price": "$25.98", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S", "asin": "B0DQ1D9W9D", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:15:53.757Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T02:15:53.757Z
purchase
B0DSG2LCX2
rule
2025-05-05T02:15:53.757Z
purchase
B0DSG2LCX2
train
986
2025-05-05T02:15:53.757Z
purchase
B0DSG2LCX2
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "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": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\" Black, X-Small)", "asin": "B0CN8S73JR", "price": "$39.99", "quantity": "1"}, {"title": "Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink", "asin": "B0BZDKCQQ2", "price": "$19.99", "quantity": "1"}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"}, {"price": "$14.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0DSG2LCX2"}], "product_quantity": [{"quantity": "1 "}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.46", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S", "asin": "B0D183YLTN", "price": "$19.97", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""}, {"title": "CUNLIN Womens Dress Shirts Shirt for Women Plain Cotton Tops Collared Office Formal Work Casual Blouse Dressy Long Sleeve Business v Neck Button Down Blouses Royal Blue XXL", "asin": "B0BWXLKVZY", "price": "$19.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""}, {"title": "Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)", "asin": "B07PCJVF6D", "price": "$25.98", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S", "asin": "B0DQ1D9W9D", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:15:53.757Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": 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\"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\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\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"},\n{\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\\\" Black, X-Small)\", \"asin\": \"B0CN8S73JR\", \"price\": \"$39.99\", \"quantity\": \"1\"},\n{\"title\": \"Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink\", \"asin\": \"B0BZDKCQQ2\", \"price\": \"$19.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"},\n{\"price\": \"$14.99\"},\n{\"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"},\n{\"asin\": \"B0DSG2LCX2\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"XX-Small\"},\n{\"Color\": \"5288_navy Blue\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$45.46\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S\", \"asin\": \"B0D183YLTN\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"},\n{\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS\", \"asin\": \"B0D3Z6K2PZ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"CUNLIN Womens Dress Shirts Shirt for Women Plain Cotton Tops Collared Office Formal Work Casual Blouse Dressy Long Sleeve Business v Neck Button Down Blouses Royal Blue XXL\", \"asin\": \"B0BWXLKVZY\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$26.09\", \"quantity\": \"\"},\n{\"title\": \"Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)\", \"asin\": \"B07PCJVF6D\", \"price\": \"$25.98\", \"quantity\": \"\"},\n{\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S\", \"asin\": \"B0DQ1D9W9D\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS\", \"asin\": \"B0D3Z6K2PZ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium\", \"asin\": \"B0DKT56XLF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:15:57.725Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} <|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": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}, {"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\" Black, X-Small)", "asin": "B0CN8S73JR", "price": "$39.99", "quantity": "1"}, {"title": "Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink", "asin": "B0BZDKCQQ2", "price": "$19.99", "quantity": "1"}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"}, {"price": "$14.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0DSG2LCX2"}], "product_quantity": [{"quantity": "1 "}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.46", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S", "asin": "B0D183YLTN", "price": "$19.97", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""}, {"title": "CUNLIN Womens Dress Shirts Shirt for Women Plain Cotton Tops Collared Office Formal Work Casual Blouse Dressy Long Sleeve Business v Neck Button Down Blouses Royal Blue XXL", "asin": "B0BWXLKVZY", "price": "$19.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""}, {"title": "Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)", "asin": "B07PCJVF6D", "price": "$25.98", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S", "asin": "B0DQ1D9W9D", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:15:57.725Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T02:15:57.725Z
click
cart_side_bar
rule
2025-05-05T02:15:57.725Z
click
cart_side_bar
train
987
2025-05-05T02:15:57.725Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", 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"2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} <|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": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}, {"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\" Black, X-Small)", "asin": "B0CN8S73JR", "price": "$39.99", "quantity": "1"}, {"title": "Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink", "asin": "B0BZDKCQQ2", "price": "$19.99", "quantity": "1"}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"}, {"price": "$14.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0DSG2LCX2"}], "product_quantity": [{"quantity": "1 "}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "", "asin": "", "price": "$45.46", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S", "asin": "B0D183YLTN", "price": "$19.97", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""}, {"title": "CUNLIN Womens Dress Shirts Shirt for Women Plain Cotton Tops Collared Office Formal Work Casual Blouse Dressy Long Sleeve Business v Neck Button Down Blouses Royal Blue XXL", "asin": "B0BWXLKVZY", "price": "$19.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""}, {"title": "Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)", "asin": "B07PCJVF6D", "price": "$25.98", "quantity": ""}, {"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S", "asin": "B0DQ1D9W9D", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""}, {"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""}, {"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""}, {"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:15:57.725Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": 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\"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Zeagoo Sleeveless Blouses for Women Summer Casual Button Down Shirts Flower Tank Tops Fashion\", \"asin\": \"B0CRDJL611\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant\", \"asin\": \"B07R54FS4T\", \"price\": \"$31.69\", \"quantity\": \"\"},\n{\"title\": \"EVALESS Womens Pleated Tank Tops V Neck Casual Sleeveless Blouses Summer Basic Vest Shirt\", \"asin\": \"B0CSYTZ67L\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Tapata Women's 28''/30''/32''/34'' Stretchy Bootcut Dress Pants with Pockets Tall, Petite, Regular for Office Work Business\", \"asin\": \"/promo/A1UIAL571V1SPG\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\\u201c/29\\\"/30\\\"/31\\\"/33\\\"\", \"asin\": \"B09VT17GPG\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ruisin Super Soft Wrinkle Free Button Down Shirts for Women Solid Long Sleeve Striped Formal Work Dress Blouses Tops\", \"asin\": \"B09K3H4LKL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Ekouaer Womens Silk Satin Tank Tops V Neck Casual Cami Sleeveless Camisole Blouses Summer Basic Tank Shirt\", \"asin\": \"/promo/A2LMXLEMS8VZKZ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Cicy Bell Womens Casual Blazers Open Front Long Sleeve Work Office Suit Jackets Blazer\", \"asin\": \"/promo/A2HPO63E5DJ5EH\", \"price\": \"$58.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Solid Work Blouse\", \"asin\": \"B0BPDK7BBZ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Women's Lightweight Crewneck Cardigan Sweater (Available in Plus Size)\", \"asin\": \"B07BJ8GTB2\", \"price\": \"$15.90\", \"quantity\": \"\"},\n{\"title\": \"Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\\u201c/29\\\"/30\\\"/31\\\"/33\\\"\", \"asin\": \"B0BT969K62\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant\", \"asin\": \"B07R43XGFG\", \"price\": \"$31.69\", \"quantity\": \"\"},\n{\"title\": \"Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans\", \"asin\": \"B0D4TVZSHB\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans\", \"asin\": \"B0D4TDR3WK\", \"price\": \"$37.04\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"delivery\": \"Two-Day FREE delivery Tue, May 6 FREE Returns\", \"selected\": true, \"options\": [{\"Size\": \"XX-Small\"}, {\"Color\": \"5288_navy Blue\"}]},\n{\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\\\" Black, X-Small)\", \"asin\": \"B0CN8S73JR\", \"delivery\": \"Two-Day FREE delivery Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Fit Type\": \"Short 28 Inches\"}, {\"Size\": \"X-Small\"}, {\"Color\": \"28\\\" Black\"}]},\n{\"title\": \"Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink\", \"asin\": \"B0BZDKCQQ2\", \"delivery\": \"Two-Day FREE delivery Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Deep Pink\"}, {\"Size\": \"Small\"}]}],\n\"saved_items\": [{\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"options\": [{\"Size\": \"XX-Small\"}, {\"Color\": \"5288_navy Blue\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:16:07.588Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} 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"action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:15:57.725Z", "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": ""}], "promotion_items": [{"title": "Zeagoo Sleeveless Blouses for Women Summer Casual Button Down Shirts Flower Tank Tops Fashion", "asin": "B0CRDJL611", "price": "$19.99", "quantity": ""}, {"title": "Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant", "asin": "B07R54FS4T", "price": "$31.69", "quantity": ""}, {"title": "EVALESS Womens Pleated Tank Tops V Neck Casual Sleeveless Blouses Summer Basic Vest Shirt", "asin": "B0CSYTZ67L", "price": "$13.99", "quantity": ""}, {"title": "Tapata Women's 28''/30''/32''/34'' Stretchy Bootcut Dress Pants with Pockets Tall, Petite, Regular for Office Work Business", "asin": "/promo/A1UIAL571V1SPG", "price": "$44.99", "quantity": ""}, {"title": "Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\u201c/29\"/30\"/31\"/33\"", "asin": "B09VT17GPG", "price": "$39.99", "quantity": ""}, {"title": "Ruisin Super Soft Wrinkle Free Button Down Shirts for Women Solid Long Sleeve Striped Formal Work Dress Blouses Tops", "asin": "B09K3H4LKL", "price": "$19.99", "quantity": ""}, {"title": "Ekouaer Womens Silk Satin Tank Tops V Neck Casual Cami Sleeveless Camisole Blouses Summer Basic Tank Shirt", "asin": "/promo/A2LMXLEMS8VZKZ", "price": "$23.99", "quantity": ""}, {"title": "Cicy Bell Womens Casual Blazers Open Front Long Sleeve Work Office Suit Jackets Blazer", "asin": "/promo/A2HPO63E5DJ5EH", "price": "$58.99", "quantity": ""}, {"title": "J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Solid Work Blouse", "asin": "B0BPDK7BBZ", "price": "$19.99", "quantity": ""}, {"title": "Amazon Essentials Women's Lightweight Crewneck Cardigan Sweater (Available in Plus Size)", "asin": "B07BJ8GTB2", "price": "$15.90", "quantity": ""}, {"title": "Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\u201c/29\"/30\"/31\"/33\"", "asin": "B0BT969K62", "price": "$38.99", "quantity": ""}, {"title": "Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant", "asin": "B07R43XGFG", "price": "$31.69", "quantity": ""}, {"title": "Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans", "asin": "B0D4TVZSHB", "price": "$33.24", "quantity": ""}, {"title": "Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans", "asin": "B0D4TDR3WK", "price": "$37.04", "quantity": ""}], "active_items": [{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "delivery": "Two-Day FREE delivery Tue, May 6 FREE Returns", "selected": true, "options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}]}, {"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\" Black, X-Small)", "asin": "B0CN8S73JR", "delivery": "Two-Day FREE delivery Tue, May 6 FREE Returns", "quantity": "1", "selected": true, "options": [{"Fit Type": "Short 28 Inches"}, {"Size": "X-Small"}, {"Color": "28\" Black"}]}, {"title": "Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink", "asin": "B0BZDKCQQ2", "delivery": "Two-Day FREE delivery Tue, May 6 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Deep Pink"}, {"Size": "Small"}]}], "saved_items": [{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}]}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:16:07.588Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T02:16:07.588Z
click_product
B0BZDKCQQ2
rule
2025-05-05T02:16:07.588Z
click_product
B0BZDKCQQ2
train
988
2025-05-05T02:16:07.588Z
click_product
B0BZDKCQQ2
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:15:57.725Z", "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": ""}], "promotion_items": [{"title": "Zeagoo Sleeveless Blouses for Women Summer Casual Button Down Shirts Flower Tank Tops Fashion", "asin": "B0CRDJL611", "price": "$19.99", "quantity": ""}, {"title": "Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant", "asin": "B07R54FS4T", "price": "$31.69", "quantity": ""}, {"title": "EVALESS Womens Pleated Tank Tops V Neck Casual Sleeveless Blouses Summer Basic Vest Shirt", "asin": "B0CSYTZ67L", "price": "$13.99", "quantity": ""}, {"title": "Tapata Women's 28''/30''/32''/34'' Stretchy Bootcut Dress Pants with Pockets Tall, Petite, Regular for Office Work Business", "asin": "/promo/A1UIAL571V1SPG", "price": "$44.99", "quantity": ""}, {"title": "Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\u201c/29\"/30\"/31\"/33\"", "asin": "B09VT17GPG", "price": "$39.99", "quantity": ""}, {"title": "Ruisin Super Soft Wrinkle Free Button Down Shirts for Women Solid Long Sleeve Striped Formal Work Dress Blouses Tops", "asin": "B09K3H4LKL", "price": "$19.99", "quantity": ""}, {"title": "Ekouaer Womens Silk Satin Tank Tops V Neck Casual Cami Sleeveless Camisole Blouses Summer Basic Tank Shirt", "asin": "/promo/A2LMXLEMS8VZKZ", "price": "$23.99", "quantity": ""}, {"title": "Cicy Bell Womens Casual Blazers Open Front Long Sleeve Work Office Suit Jackets Blazer", "asin": "/promo/A2HPO63E5DJ5EH", "price": "$58.99", "quantity": ""}, {"title": "J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Solid Work Blouse", "asin": "B0BPDK7BBZ", "price": "$19.99", "quantity": ""}, {"title": "Amazon Essentials Women's Lightweight Crewneck Cardigan Sweater (Available in Plus Size)", "asin": "B07BJ8GTB2", "price": "$15.90", "quantity": ""}, {"title": "Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\u201c/29\"/30\"/31\"/33\"", "asin": "B0BT969K62", "price": "$38.99", "quantity": ""}, {"title": "Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant", "asin": "B07R43XGFG", "price": "$31.69", "quantity": ""}, {"title": "Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans", "asin": "B0D4TVZSHB", "price": "$33.24", "quantity": ""}, {"title": "Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans", "asin": "B0D4TDR3WK", "price": "$37.04", "quantity": ""}], "active_items": [{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "delivery": "Two-Day FREE delivery Tue, May 6 FREE Returns", "selected": true, "options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}]}, {"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\" Black, X-Small)", "asin": "B0CN8S73JR", "delivery": "Two-Day FREE delivery Tue, May 6 FREE Returns", "quantity": "1", "selected": true, "options": [{"Fit Type": "Short 28 Inches"}, {"Size": "X-Small"}, {"Color": "28\" Black"}]}, {"title": "Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink", "asin": "B0BZDKCQQ2", "delivery": "Two-Day FREE delivery Tue, May 6 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Deep Pink"}, {"Size": "Small"}]}], "saved_items": [{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}]}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:16:07.588Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:35:11.884Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:51:58.705Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\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\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Zeagoo Sleeveless Blouses for Women Summer Casual Button Down Shirts Flower Tank Tops Fashion\", \"asin\": \"B0CRDJL611\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant\", \"asin\": \"B07R54FS4T\", \"price\": \"$31.69\", \"quantity\": \"\"},\n{\"title\": \"EVALESS Womens Pleated Tank Tops V Neck Casual Sleeveless Blouses Summer Basic Vest Shirt\", \"asin\": \"B0CSYTZ67L\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Tapata Women's 28''/30''/32''/34'' Stretchy Bootcut Dress Pants with Pockets Tall, Petite, Regular for Office Work Business\", \"asin\": \"/promo/A1UIAL571V1SPG\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\\u201c/29\\\"/30\\\"/31\\\"/33\\\"\", \"asin\": \"B09VT17GPG\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ruisin Super Soft Wrinkle Free Button Down Shirts for Women Solid Long Sleeve Striped Formal Work Dress Blouses Tops\", \"asin\": \"B09K3H4LKL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Ekouaer Womens Silk Satin Tank Tops V Neck Casual Cami Sleeveless Camisole Blouses Summer Basic Tank Shirt\", \"asin\": \"/promo/A2LMXLEMS8VZKZ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Cicy Bell Womens Casual Blazers Open Front Long Sleeve Work Office Suit Jackets Blazer\", \"asin\": \"/promo/A2HPO63E5DJ5EH\", \"price\": \"$58.99\", \"quantity\": \"\"},\n{\"title\": \"J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Solid Work Blouse\", \"asin\": \"B0BPDK7BBZ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Essentials Women's Lightweight Crewneck Cardigan Sweater (Available in Plus Size)\", \"asin\": \"B07BJ8GTB2\", \"price\": \"$15.90\", \"quantity\": \"\"},\n{\"title\": \"Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\\u201c/29\\\"/30\\\"/31\\\"/33\\\"\", \"asin\": \"B0BT969K62\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant\", \"asin\": \"B07R43XGFG\", \"price\": \"$31.69\", \"quantity\": \"\"},\n{\"title\": \"Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans\", \"asin\": \"B0D4TVZSHB\", \"price\": \"$33.24\", \"quantity\": \"\"},\n{\"title\": \"Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans\", \"asin\": \"B0D4TDR3WK\", \"price\": \"$37.04\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"delivery\": \"Two-Day FREE delivery Tue, May 6 FREE Returns\", \"selected\": true, \"options\": [{\"Size\": \"XX-Small\"}, {\"Color\": \"5288_navy Blue\"}]},\n{\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\\\" Black, X-Small)\", \"asin\": \"B0CN8S73JR\", \"delivery\": \"Two-Day FREE delivery Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Fit Type\": \"Short 28 Inches\"}, {\"Size\": \"X-Small\"}, {\"Color\": \"28\\\" Black\"}]},\n{\"title\": \"Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink\", \"asin\": \"B0BZDKCQQ2\", \"delivery\": \"Two-Day FREE delivery Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Deep Pink\"}, {\"Size\": \"Small\"}]}],\n\"saved_items\": [{\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"options\": [{\"Size\": \"XX-Small\"}, {\"Color\": \"5288_navy Blue\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:16:19.562Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"} <|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": ""}], "promotion_items": [{"title": "Zeagoo Sleeveless Blouses for Women Summer Casual Button Down Shirts Flower Tank Tops Fashion", "asin": "B0CRDJL611", "price": "$19.99", "quantity": ""}, {"title": "Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant", "asin": "B07R54FS4T", "price": "$31.69", "quantity": ""}, {"title": "EVALESS Womens Pleated Tank Tops V Neck Casual Sleeveless Blouses Summer Basic Vest Shirt", "asin": "B0CSYTZ67L", "price": "$13.99", "quantity": ""}, {"title": "Tapata Women's 28''/30''/32''/34'' Stretchy Bootcut Dress Pants with Pockets Tall, Petite, Regular for Office Work Business", "asin": "/promo/A1UIAL571V1SPG", "price": "$44.99", "quantity": ""}, {"title": "Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\u201c/29\"/30\"/31\"/33\"", "asin": "B09VT17GPG", "price": "$39.99", "quantity": ""}, {"title": "Ruisin Super Soft Wrinkle Free Button Down Shirts for Women Solid Long Sleeve Striped Formal Work Dress Blouses Tops", "asin": "B09K3H4LKL", "price": "$19.99", "quantity": ""}, {"title": "Ekouaer Womens Silk Satin Tank Tops V Neck Casual Cami Sleeveless Camisole Blouses Summer Basic Tank Shirt", "asin": "/promo/A2LMXLEMS8VZKZ", "price": "$23.99", "quantity": ""}, {"title": "Cicy Bell Womens Casual Blazers Open Front Long Sleeve Work Office Suit Jackets Blazer", "asin": "/promo/A2HPO63E5DJ5EH", "price": "$58.99", "quantity": ""}, {"title": "J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Solid Work Blouse", "asin": "B0BPDK7BBZ", "price": "$19.99", "quantity": ""}, {"title": "Amazon Essentials Women's Lightweight Crewneck Cardigan Sweater (Available in Plus Size)", "asin": "B07BJ8GTB2", "price": "$15.90", "quantity": ""}, {"title": "Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\u201c/29\"/30\"/31\"/33\"", "asin": "B0BT969K62", "price": "$38.99", "quantity": ""}, {"title": "Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant", "asin": "B07R43XGFG", "price": "$31.69", "quantity": ""}, {"title": "Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans", "asin": "B0D4TVZSHB", "price": "$33.24", "quantity": ""}, {"title": "Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans", "asin": "B0D4TDR3WK", "price": "$37.04", "quantity": ""}], "active_items": [{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "delivery": "Two-Day FREE delivery Tue, May 6 FREE Returns", "selected": true, "options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}]}, {"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\" Black, X-Small)", "asin": "B0CN8S73JR", "delivery": "Two-Day FREE delivery Tue, May 6 FREE Returns", "quantity": "1", "selected": true, "options": [{"Fit Type": "Short 28 Inches"}, {"Size": "X-Small"}, {"Color": "28\" Black"}]}, {"title": "Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink", "asin": "B0BZDKCQQ2", "delivery": "Two-Day FREE delivery Tue, May 6 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Deep Pink"}, {"Size": "Small"}]}], "saved_items": [{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}]}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:16:19.562Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T02:16:19.562Z
purchase
B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2
rule
2025-05-05T02:16:19.562Z
purchase
B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2
train
989
2025-05-05T02:16:19.562Z
purchase
B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"} {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"} {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": 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"2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"} <|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": ""}], "promotion_items": [{"title": "Zeagoo Sleeveless Blouses for Women Summer Casual Button Down Shirts Flower Tank Tops Fashion", "asin": "B0CRDJL611", "price": "$19.99", "quantity": ""}, {"title": "Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant", "asin": "B07R54FS4T", "price": "$31.69", "quantity": ""}, {"title": "EVALESS Womens Pleated Tank Tops V Neck Casual Sleeveless Blouses Summer Basic Vest Shirt", "asin": "B0CSYTZ67L", "price": "$13.99", "quantity": ""}, {"title": "Tapata Women's 28''/30''/32''/34'' Stretchy Bootcut Dress Pants with Pockets Tall, Petite, Regular for Office Work Business", "asin": "/promo/A1UIAL571V1SPG", "price": "$44.99", "quantity": ""}, {"title": "Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\u201c/29\"/30\"/31\"/33\"", "asin": "B09VT17GPG", "price": "$39.99", "quantity": ""}, {"title": "Ruisin Super Soft Wrinkle Free Button Down Shirts for Women Solid Long Sleeve Striped Formal Work Dress Blouses Tops", "asin": "B09K3H4LKL", "price": "$19.99", "quantity": ""}, {"title": "Ekouaer Womens Silk Satin Tank Tops V Neck Casual Cami Sleeveless Camisole Blouses Summer Basic Tank Shirt", "asin": "/promo/A2LMXLEMS8VZKZ", "price": "$23.99", "quantity": ""}, {"title": "Cicy Bell Womens Casual Blazers Open Front Long Sleeve Work Office Suit Jackets Blazer", "asin": "/promo/A2HPO63E5DJ5EH", "price": "$58.99", "quantity": ""}, {"title": "J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Solid Work Blouse", "asin": "B0BPDK7BBZ", "price": "$19.99", "quantity": ""}, {"title": "Amazon Essentials Women's Lightweight Crewneck Cardigan Sweater (Available in Plus Size)", "asin": "B07BJ8GTB2", "price": "$15.90", "quantity": ""}, {"title": "Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\u201c/29\"/30\"/31\"/33\"", "asin": "B0BT969K62", "price": "$38.99", "quantity": ""}, {"title": "Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant", "asin": "B07R43XGFG", "price": "$31.69", "quantity": ""}, {"title": "Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans", "asin": "B0D4TVZSHB", "price": "$33.24", "quantity": ""}, {"title": "Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans", "asin": "B0D4TDR3WK", "price": "$37.04", "quantity": ""}], "active_items": [{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "delivery": "Two-Day FREE delivery Tue, May 6 FREE Returns", "selected": true, "options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}]}, {"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\" Black, X-Small)", "asin": "B0CN8S73JR", "delivery": "Two-Day FREE delivery Tue, May 6 FREE Returns", "quantity": "1", "selected": true, "options": [{"Fit Type": "Short 28 Inches"}, {"Size": "X-Small"}, {"Color": "28\" Black"}]}, {"title": "Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink", "asin": "B0BZDKCQQ2", "delivery": "Two-Day FREE delivery Tue, May 6 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Deep Pink"}, {"Size": "Small"}]}], "saved_items": [{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}]}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T02:16:19.562Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": 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\"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:16:19.562Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2\"}\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\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T15:52:43.411Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"} {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"} {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"} <|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 final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T15:52:43.411Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T15:52:43.411Z
input
notebooks for school
rule
2025-05-05T15:52:43.411Z
input
notebooks for school
train
990
2025-05-05T15:52:43.411Z
input
notebooks for school
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": 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{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"} {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"} {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"} {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"} <|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 final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T15:52:43.411Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": 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10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Spiral Notebook, 12 Pack, 1 Subject, College Ruled, 70 Sheets, 8 x 10-1/2\\\", 3 Hole Punched, Bulk College Ruled Spiral Notebook for School, Single Subject Spiral Notebook Bulk, Assorted Colors\", \"asin\": \"B0BWF9XDK2\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Oxford Spiral Notebook, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Pastel Pink, Orange, Yellow, Green, Blue and Purple, 70 Sheets (63756), Set of 6\", \"asin\": \"B08VF9B772\", \"price\": \"$11.09\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Spiral Notebooks, 12 Pack, 1 Subject Notebook, Wide Ruled, 70 Sheets, 8 x 10-1/2\\\", 3 Hole Punched, School Supplies, Bulk Single Subject Spiral Notebook Bulk, Assorted Colors Pack of Notebooks\", \"asin\": \"B0BWFD3X5S\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Oxford 1-Subject Notebooks, Notebooks for School, 8 x 10.5 Inches, College Rule, 70 Sheets, Assorted Primary Colors, 3 Pack, Colors May Vary (1006792)\", \"asin\": \"B0DCWNFS3S\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Five Star Spiral Notebook, 2 Subject, College Ruled, 9 1/2\\\" x 6\\\" 80 Sheets, Amethyst Purple (840029CF1-ECM)\", \"asin\": \"B0CWS1R8JT\", \"price\": \"$2.47\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 11\\\", 200 Sheets, Black (72081)\", \"asin\": \"B003O2RXUQ\", \"price\": \"$5.68\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Mead Spiral Notebooks, 6 Pack, 1-Subject, College Ruled Paper, 8\\\" x 10-1/2\\\", 70 Sheets, Assorted Pastel Colors (830049)\", \"asin\": \"B0CN3SQYN3\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Five Star Spiral Notebooks + Study App, 4 Pack, 1 Subject, College Ruled Paper, 8-1/2\\\" x 11\\\", 100 Sheets, Purple, Pink, White, Green (820337-ECM)\", \"asin\": \"B0CWS28VK1\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"SUNEE Spiral Notebooks, 3 Pack, 1-Subject, College Ruled Paper, 8\\\" x 10-1/2\\\", 70 Sheets per Notebook, Assorted Aesthetic Colors Spiral Notebooks for School\", \"asin\": \"B0DHVPC463\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Mead Composition, Wide Ruled Comp Book, Writing Journal Notebook with Lined Paper, Home School Supplies for College Students & K-12, 9-3/4\\\" x 7-1/2\\\", 100 Sheets, Black Marble (09910)\", \"asin\": \"B00006IDM7\", \"price\": \"$2.28\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Mead Spiral Notebooks, 6 Pack, 1-Subject, College Ruled Paper, 8\\\" x 10-1/2\\\", 70 Sheets, Assorted Bright Colors (830050-ECM)\", \"asin\": \"B0CN3R3H8Y\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"CAGIE Spiral Journal Notebooks for Work School, A5 Small 5 Subject College Ruled Notebook, Pink Journaling Notebooks for Women Men with Plastic Cover, Pink\", \"asin\": \"B0BQ5YMLVV\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"EPI Marble Hardcover College Ruled Composition Notebook | 200 Pages (100 Sheets), 9.75 x 7.5 in, Sturdy Sewn Binding | School, Office, Journaling, Notes - 4 Pack\", \"asin\": \"B0C6N8XZY1\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Legal Pads 8.5 x 11 Colored Note Pads, 2 Pack Notepads 8.5 x 11 Lined Paper, Colored Notebook Paper Writing Pads 30 Sheets per Colored Paper Pads 8.5 x 11 for Purple Legal Pads Home Office School\", \"asin\": \"B0DH4NBR1M\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Five Star Spiral Notebook, 1 Subject, College Ruled Paper, 7\\\" x 4-3/8\\\", Personal Size, 80 Sheets, Black (450048AA2-ECM)\", \"asin\": \"B0CWS2CTQ4\", \"price\": \"$2.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Oxford Spiral Notebook 6 Pack, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Color Assortment Design May Vary (65007)\", \"asin\": \"B00D3OR58A\", \"price\": \"$11.22\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, College Ruled Paper, 8-1/2\\\" x 11\\\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Black, Red, Blue, Green, White, Purple (38052)\", \"asin\": \"B01BHL3DCC\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Mead Spiral Notebook, 4 Pack, 1-Subject, Wide Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 70 Sheets per Notebook, Colors Will Vary (72873)\", \"asin\": \"B00D48ZK3W\", \"price\": \"$7.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Composition Notebooks, College Ruled Composition Notebook, Hard Cover Marble Composition Notebook, 100 sheets (200 Pages) (24, College Ruled)\", \"asin\": \"B0B7SJ26N4\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Thu, May 8\"},\n{\"title\": \"5 Subject Notebook College Ruled, Hardcover Spiral Notebook with Removable Pocket Dividers Tabs, 240 Pages Lined Spiral Journal Notebook for Women, 6x8.5 Notebooks for Work School Note taking A5 Pink\", \"asin\": \"B0DMFB1XHP\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Lined Notebook Spiral Notebook 8.5\\\" x 11\\\"-4 Pack Large Journal Hardcover Notebook 7mm College Ruled Notebook 120 Pages 100 GSM Thick Hardcover Journal for School (LINED, Mult-color)\", \"asin\": \"B0CYLP1R9Q\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Hardcover Spiral Notebook Journal with Removable Dividers Tabs, 300 Pages Leather 5 Subject Notebook College Ruled, 8\\\"x10\\\" Large B5 Notebooks for Work School Note taking, Lined Journal for Women, Pink\", \"asin\": \"B0D44Y2NSF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Oxford Spiral Notebook 6 Pack, Bulk Wide Ruled Spiral Notebooks for School, 1 Subject Journal, Wide Ruled Paper, 8 x 10-1/2 Inch, Blue, Yellow, Red, Light Blue, Green and Black, 70 Sheets (65010)\", \"asin\": \"B0B196BXQK\", \"price\": \"$11.67\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Oxford Spiral Notebook, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Pastel Pink, Orange, Yellow, Green, Blue and Purple, 70 Sheets (63756), Set of 6\", \"asin\": \"B08VF9B772\", \"price\": \"$11.09\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Mead Spiral Notebooks, 6 Pack, 1 Subject, College Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 70 Sheets per Notebook, Color Will Vary (73065)\", \"asin\": \"B00P9U2EM8\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Five Star Spiral Notebook + Study App, 3 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 11\\\", 150 Sheets, White (72464)\", \"asin\": \"B00JKRKJCS\", \"price\": \"$4.91\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"ViVin Lined Journal Notebooks, 3 Pack, (Black, Burgundy, Dark Green), 192 Pages, Medium 5.5 x 8.3 inch, College Ruled, A5 Hardcover Notebooks, Journaling Notebooks for Work, Writing, School\", \"asin\": \"B0DP7FXSHT\", \"price\": \"$16.49\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n{\"title\": \"24 Pack A5 Ruled Lined Kraft Notebooks Bulk, Journaling Notebooks, Soft Cover Composition Notebook, 8.3x5.5 Inches 60 Pages Travel Journal Notebooks Set for Work, School, Student, Kids, Writing\", \"asin\": \"B0DXKFWTYQ\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Hardcover Spiral Notebook Journal with Removable Dividers Tabs, 300 Pages Leather 5 Subject Notebook College Ruled, 8\\\"x10\\\" Large B5 Notebooks for Work School Note taking, Lined Journal for Women, Pink\", \"asin\": \"B0D44Y2NSF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Yoment Hardcover Spiral Notebooks for Work School Note Taking, 8\\\"x10\\\" Journal Notebook with Tabs Dividers, Multi 5 Subject Notebook College Ruled, 240 Pages Lined Journal for Women, Pink\", \"asin\": \"B0BG5NBNBG\", \"price\": \"$14.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Lined Spiral Journal Notebook for Women & Men, 140 Pages, College Ruled Hardcover Notebook for Work & Note Taking, Journals for Writing, A5(6\\\"x8\\\") - Green\", \"asin\": \"B0CT4HX4T9\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Oxford 1-Subject Notebooks, Notebooks for School, 8 x 10.5 Inches, College Rule, 70 Sheets, Assorted Primary Colors, 3 Pack, Colors May Vary (1006792)\", \"asin\": \"B0DCWNFS3S\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"KOKUYO Composition Notebooks, 3 Pack Campus 9-3/4\\\" x 7-1/2\\\" Comp Book with College Ruled, 80 Sheets, Pink Blue Lavender School Lined Notebook Journal for Work Study Note Taking (WSG-NO-308CG1\\u00d73)\", \"asin\": \"B0C5J5KMNX\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Mead Spiral Notebook, 6 Pack, 1-Subject, Wide Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 70 Sheets per Notebook, Color Will Vary (73063)\", \"asin\": \"B00P9U2EIM\", \"price\": \"$9.31\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"SUNEE Spiral Notebooks, 1-Subject, 5 Pack, College Ruled Paper, 8\\\" x 10-1/2\\\", 70 Sheets per Notebook,3-Hole Punched Paper, Pink,Purple, Blue, Green, Yellow Spiral Lined Notebooks for School,Work\", \"asin\": \"B0CQN8FVJX\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"School Smart Spiral Wide Ruled Notebook, 8 x 10-1/2 Inches\", \"asin\": \"B00PPA8BGK\", \"price\": \"$2.17\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Mead Composition Notebooks, 3 Pack, College Ruled Paper, 9-3/4\\\" x 7-1/2\\\", 100 Sheets per Comp Book, Black Marble (38111)\", \"asin\": \"B071VJPRD4\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Mead Spiral Notebooks, 6 Pack, 1-Subject, Wide Ruled Paper, 8\\\" x 10-1/2\\\", 70 Sheets, Assorted Pastel Colors (930050-ECM)\", \"asin\": \"B0BX76YG4F\", \"price\": \"$8.34\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Oxford Spiral Notebook 18 Pack, Bulk College Ruled Spiral Notebooks for School, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inches, 3-Hole Punch, Assorted Colors, 70 Sheets (65206)\", \"asin\": \"B0B9VF9DXF\", \"price\": \"$26.45\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Oxford Spiral Notebook 12 Pack, Bulk College Ruled Spiral Notebooks for School, 1 Subject Writing Journal, College Ruled Paper, 8 x 10-1/2 Inches, Color Assortment May Vary, 70 Lined Sheets (65205)\", \"asin\": \"B0B9W6QDPY\", \"price\": \"$18.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Five Star Spiral Notebook + Study App, 3 Subject, Wide Ruled Paper, 150 Sheets, 10-1/2\\\" x 8\\\" Sheet Size, Forest Green (73176)\", \"asin\": \"B072BWTR8G\", \"price\": \"$4.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"ZICOTO Aesthetic Spiral Notebook Set of 3 For Women - Cute College Ruled 8x6 Journal/Notebook with Large Pockets And Lined Pages - Perfect Supplies to Stay Organized at Work or School\", \"asin\": \"B0BWYLWWC1\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Five Star Spiral Notebooks + Study App, 6 Pack, 1 Subject, Wide Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 10\\\", 100 Sheets, Black, Red, Yellow, Purple, Green, Blue (38042)\", \"asin\": \"B01E3UIR02\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Advance Notebook with Spiral Guard, Movable Tabbed Dividers and Expanding Pockets, 8-1/2\\\" x 11\\\", 200 Sheets, Black (73144)\", \"asin\": \"B00X7X2KIC\", \"price\": \"$15.77\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Oxford Spiral Notebook, Bulk Wide Ruled Spiral Notebooks for School, Pastel Colors, 1 Subject School Journal, 70 Wide Ruled Sheets, 8 x 10-1/2 Inch, 6 Pack, Blue Green, Pink, Purple, Yellow (63757)\", \"asin\": \"B08VF9VYLZ\", \"price\": \"$9.63\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Spiral Notebooks, 12 Pack, 1 Subject Notebook, Wide Ruled, 70 Sheets, 8 x 10-1/2\\\", 3 Hole Punched, School Supplies, Bulk Single Subject Spiral Notebook Bulk, Assorted Colors Pack of Notebooks\", \"asin\": \"B0BWFD3X5S\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Mead Spiral Notebooks, 12 Pack, 1-Subject, Wide Ruled Paper, 10-1/2\\\" x 8\\\", 70 Sheets per Notebook, Color Will Vary (73699)\", \"asin\": \"B010PK6SQY\", \"price\": \"$19.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Spiral Notebook Journal 8.5\\u201d x 11\\u201d, A4 Large Pink Notebooks for Women Men, College Ruled Lined Journal, 100 GSM Paper, Plastic Hardcover Spiral Bound Journals for Work School Note Taking Business\", \"asin\": \"B0C995MCSX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Mead Composition Notebooks, 6 Pack, College Ruled Paper, 7-1/2\\\" x 9-3/4\\\", 100 Sheets, Assorted Bright Colors (850106-ECM)\", \"asin\": \"B0CN3T7NZ5\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"KOKUYO Spiral Notebook, 3 Pack Campus 10-1/2\\\" x 8\\\" Subject Notebooks with College Ruled, 80 Sheets, Pink Blue Green 3 Holes School Spiral Journal for Work Study Note Taking (WSG-SU-400G1\\u00d73)\", \"asin\": \"B0C5JCJ8JZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Spiral Notebook, 12 Pack, 1 Subject, College Ruled, 70 Sheets, 8 x 10-1/2\\\", 3 Hole Punched, Bulk College Ruled Spiral Notebook for School, Single Subject Spiral Notebook Bulk, Assorted Colors\", \"asin\": \"B0BWF9XDK2\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Oxford 1-Subject Notebooks, School Journal, 8 x 10-1/2 Inch, Wide Rule Paper, 70 Sheets, 3-Hole Punch, 3 Pack, Red, Blue, Green, Color Assortment May Vary (65029)\", \"asin\": \"B071CQ6JHL\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Five Star Spiral Notebook Plus Study App, 1 Subject, College Ruled Paper, 100 Sheets, 8-1/2\\\" x 11\\\", School, Amethyst Purple (38744)\", \"asin\": \"B01E0E8X4G\", \"price\": \"$7.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Mead Spiral Notebooks, Pack of 5, 1-Subject, College Ruled Paper, Plastic Cover, 8-1/2\\\" x 11\\\", 100 Sheets, Black, Yellow, Red, Blue and Green (820299)\", \"asin\": \"B0CJL83Q1X\", \"price\": \"$14.39\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"SUNEE 5 Subject Notebook College Ruled - 400 Pages, 8.5\\\"x11\\\", 5 Pocket Colored Dividers, 3-Hole Punched Paper, Black\", \"asin\": \"B0B18J2HPY\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n{\"title\": \"Five Star Spiral Notebooks + Study App, 2 Pack, 1 Subject, College Ruled, 8-1/2\\\" x 11\\\", 80 Sheets, Petals (820331F-ECM)\", \"asin\": \"B0CPHRF7WW\", \"price\": \"$11.93\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"Cambridge Notebook, Business Notebook, 8-1/4\\\" x 11\\\", 80 Sheets, Legal Ruled, Flexible Cover, Wirebound, Gray (06062)\", \"asin\": \"B0000AQONQ\", \"price\": \"$9.56\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Oxford Composition Notebooks, Wide Ruled Paper, 9-3/4\\\" x 7-1/2\\\", Assorted Marble Covers, 100 Sheets, 12 per Pack, Colors May Vary (63794)\", \"asin\": \"B009NKWY34\", \"price\": \"$29.39\", \"delivery\": \" Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM\"},\n{\"title\": \"Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 7mm College Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (4)\", \"asin\": \"B09FG45HFT\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Oxford Composition Notebooks, School Supplies, Notebooks for School, Writing Journal, Wide Ruled Paper, 9-3/4 x 7-1/2 Inches, 100 Sheets, Black, 6 Pack (63764)\", \"asin\": \"B08485GYKM\", \"price\": \"$12.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n{\"title\": \"College Ruled Composition Notebooks 5 Pack, 200 Pages (100 Sheets), 9-3/4\\\" x 7-1/2\\\", White & Black Marble Composition Book, Hard Cover, Sturdy Sewn Binding, School, College & Office Supplies\", \"asin\": \"B0B2DRXFGW\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Trail maker 50 Pack Bulk Black and White Composition Notebook Wide Ruled, 200 Pages (100 Sheets), 9-3/4 x 7-1/2\\\", Hard Cover Bulk School Supplies Marble Composition Books for School & Office\", \"asin\": \"B0B6Y9PSTZ\", \"price\": \"$69.00\", \"delivery\": \"FREE delivery Thu, May 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T15:56:36.925Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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11\u202fAM on $25 of qualifying items"}, {"title": "Composition Notebooks, College Ruled Composition Notebook, Hard Cover Marble Composition Notebook, 100 sheets (200 Pages) (24, College Ruled)", "asin": "B0B7SJ26N4", "price": "$44.99", "delivery": "FREE delivery Thu, May 8"}, {"title": "5 Subject Notebook College Ruled, Hardcover Spiral Notebook with Removable Pocket Dividers Tabs, 240 Pages Lined Spiral Journal Notebook for Women, 6x8.5 Notebooks for Work School Note taking A5 Pink", "asin": "B0DMFB1XHP", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"}, {"title": "Lined Notebook Spiral Notebook 8.5\" x 11\"-4 Pack Large Journal Hardcover Notebook 7mm College Ruled Notebook 120 Pages 100 GSM Thick Hardcover Journal for School (LINED, Mult-color)", "asin": "B0CYLP1R9Q", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"}, {"title": "Hardcover Spiral Notebook Journal with Removable Dividers Tabs, 300 Pages Leather 5 Subject Notebook College Ruled, 8\"x10\" Large B5 Notebooks for Work School Note taking, Lined Journal for Women, Pink", "asin": "B0D44Y2NSF", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Spiral Notebook 6 Pack, Bulk Wide Ruled Spiral Notebooks for School, 1 Subject Journal, Wide Ruled Paper, 8 x 10-1/2 Inch, Blue, Yellow, Red, Light Blue, Green and Black, 70 Sheets (65010)", "asin": "B0B196BXQK", "price": "$11.67", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"}, {"title": "Oxford Spiral Notebook, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Pastel Pink, Orange, Yellow, Green, Blue and Purple, 70 Sheets (63756), Set of 6", "asin": "B08VF9B772", "price": "$11.09", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Spiral Notebooks, 6 Pack, 1 Subject, College Ruled Paper, 7-1/2\" x 10-1/2\", 70 Sheets per Notebook, Color Will Vary (73065)", "asin": "B00P9U2EM8", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebook + Study App, 3 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 11\", 150 Sheets, White (72464)", "asin": "B00JKRKJCS", "price": "$4.91", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "ViVin Lined Journal Notebooks, 3 Pack, (Black, Burgundy, Dark Green), 192 Pages, Medium 5.5 x 8.3 inch, College Ruled, A5 Hardcover Notebooks, Journaling Notebooks for Work, Writing, School", "asin": "B0DP7FXSHT", "price": "$16.49", "delivery": " Two-Day FREE delivery Wed, May 7"}, {"title": "24 Pack A5 Ruled Lined Kraft Notebooks Bulk, Journaling Notebooks, Soft Cover Composition Notebook, 8.3x5.5 Inches 60 Pages Travel Journal Notebooks Set for Work, School, Student, Kids, Writing", "asin": "B0DXKFWTYQ", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"}, {"title": "Hardcover Spiral Notebook Journal with Removable Dividers Tabs, 300 Pages Leather 5 Subject Notebook College Ruled, 8\"x10\" Large B5 Notebooks for Work School Note taking, Lined Journal for Women, Pink", "asin": "B0D44Y2NSF", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Yoment Hardcover Spiral Notebooks for Work School Note Taking, 8\"x10\" Journal Notebook with Tabs Dividers, Multi 5 Subject Notebook College Ruled, 240 Pages Lined Journal for Women, Pink", "asin": "B0BG5NBNBG", "price": "$14.49", "delivery": " One-Day FREE delivery Tomorrow, May 6"}, {"title": "Lined Spiral Journal Notebook for Women & Men, 140 Pages, College Ruled Hardcover Notebook for Work & Note Taking, Journals for Writing, A5(6\"x8\") - Green", "asin": "B0CT4HX4T9", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford 1-Subject Notebooks, Notebooks for School, 8 x 10.5 Inches, College Rule, 70 Sheets, Assorted Primary Colors, 3 Pack, Colors May Vary (1006792)", "asin": "B0DCWNFS3S", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "KOKUYO Composition Notebooks, 3 Pack Campus 9-3/4\" x 7-1/2\" Comp Book with College Ruled, 80 Sheets, Pink Blue Lavender School Lined Notebook Journal for Work Study Note Taking (WSG-NO-308CG1\u00d73)", "asin": "B0C5J5KMNX", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"}, {"title": "Mead Spiral Notebook, 6 Pack, 1-Subject, Wide Ruled Paper, 7-1/2\" x 10-1/2\", 70 Sheets per Notebook, Color Will Vary (73063)", "asin": "B00P9U2EIM", "price": "$9.31", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"}, {"title": "SUNEE Spiral Notebooks, 1-Subject, 5 Pack, College Ruled Paper, 8\" x 10-1/2\", 70 Sheets per Notebook,3-Hole Punched Paper, Pink,Purple, Blue, Green, Yellow Spiral Lined Notebooks for School,Work", "asin": "B0CQN8FVJX", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"}, {"title": "School Smart Spiral Wide Ruled Notebook, 8 x 10-1/2 Inches", "asin": "B00PPA8BGK", "price": "$2.17", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"}, {"title": "Mead Composition Notebooks, 3 Pack, College Ruled Paper, 9-3/4\" x 7-1/2\", 100 Sheets per Comp Book, Black Marble (38111)", "asin": "B071VJPRD4", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"}, {"title": "Mead Spiral Notebooks, 6 Pack, 1-Subject, Wide Ruled Paper, 8\" x 10-1/2\", 70 Sheets, Assorted Pastel Colors (930050-ECM)", "asin": "B0BX76YG4F", "price": "$8.34", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Spiral Notebook 18 Pack, Bulk College Ruled Spiral Notebooks for School, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inches, 3-Hole Punch, Assorted Colors, 70 Sheets (65206)", "asin": "B0B9VF9DXF", "price": "$26.45", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}, {"title": "Oxford Spiral Notebook 12 Pack, Bulk College Ruled Spiral Notebooks for School, 1 Subject Writing Journal, College Ruled Paper, 8 x 10-1/2 Inches, Color Assortment May Vary, 70 Lined Sheets (65205)", "asin": "B0B9W6QDPY", "price": "$18.25", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebook + Study App, 3 Subject, Wide Ruled Paper, 150 Sheets, 10-1/2\" x 8\" Sheet Size, Forest Green (73176)", "asin": "B072BWTR8G", "price": "$4.78", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"}, {"title": "ZICOTO Aesthetic Spiral Notebook Set of 3 For Women - Cute College Ruled 8x6 Journal/Notebook with Large Pockets And Lined Pages - Perfect Supplies to Stay Organized at Work or School", "asin": "B0BWYLWWC1", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebooks + Study App, 6 Pack, 1 Subject, Wide Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 10\", 100 Sheets, Black, Red, Yellow, Purple, Green, Blue (38042)", "asin": "B01E3UIR02", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Advance Notebook with Spiral Guard, Movable Tabbed Dividers and Expanding Pockets, 8-1/2\" x 11\", 200 Sheets, Black (73144)", "asin": "B00X7X2KIC", "price": "$15.77", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Spiral Notebook, Bulk Wide Ruled Spiral Notebooks for School, Pastel Colors, 1 Subject School Journal, 70 Wide Ruled Sheets, 8 x 10-1/2 Inch, 6 Pack, Blue Green, Pink, Purple, Yellow (63757)", "asin": "B08VF9VYLZ", "price": "$9.63", "delivery": " One-Day FREE delivery Tomorrow, May 6"}, {"title": "Spiral Notebooks, 12 Pack, 1 Subject Notebook, Wide Ruled, 70 Sheets, 8 x 10-1/2\", 3 Hole Punched, School Supplies, Bulk Single Subject Spiral Notebook Bulk, Assorted Colors Pack of Notebooks", "asin": "B0BWFD3X5S", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"}, {"title": "Mead Spiral Notebooks, 12 Pack, 1-Subject, Wide Ruled Paper, 10-1/2\" x 8\", 70 Sheets per Notebook, Color Will Vary (73699)", "asin": "B010PK6SQY", "price": "$19.64", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"}, {"title": "Spiral Notebook Journal 8.5\u201d x 11\u201d, A4 Large Pink Notebooks for Women Men, College Ruled Lined Journal, 100 GSM Paper, Plastic Hardcover Spiral Bound Journals for Work School Note Taking Business", "asin": "B0C995MCSX", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"}, {"title": "Mead Composition Notebooks, 6 Pack, College Ruled Paper, 7-1/2\" x 9-3/4\", 100 Sheets, Assorted Bright Colors (850106-ECM)", "asin": "B0CN3T7NZ5", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "KOKUYO Spiral Notebook, 3 Pack Campus 10-1/2\" x 8\" Subject Notebooks with College Ruled, 80 Sheets, Pink Blue Green 3 Holes School Spiral Journal for Work Study Note Taking (WSG-SU-400G1\u00d73)", "asin": "B0C5JCJ8JZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"}, {"title": "Spiral Notebook, 12 Pack, 1 Subject, College Ruled, 70 Sheets, 8 x 10-1/2\", 3 Hole Punched, Bulk College Ruled Spiral Notebook for School, Single Subject Spiral Notebook Bulk, Assorted Colors", "asin": "B0BWF9XDK2", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford 1-Subject Notebooks, School Journal, 8 x 10-1/2 Inch, Wide Rule Paper, 70 Sheets, 3-Hole Punch, 3 Pack, Red, Blue, Green, Color Assortment May Vary (65029)", "asin": "B071CQ6JHL", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"}, {"title": "Five Star Spiral Notebook Plus Study App, 1 Subject, College Ruled Paper, 100 Sheets, 8-1/2\" x 11\", School, Amethyst Purple (38744)", "asin": "B01E0E8X4G", "price": "$7.19", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"}, {"title": "Mead Spiral Notebooks, Pack of 5, 1-Subject, College Ruled Paper, Plastic Cover, 8-1/2\" x 11\", 100 Sheets, Black, Yellow, Red, Blue and Green (820299)", "asin": "B0CJL83Q1X", "price": "$14.39", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "SUNEE 5 Subject Notebook College Ruled - 400 Pages, 8.5\"x11\", 5 Pocket Colored Dividers, 3-Hole Punched Paper, Black", "asin": "B0B18J2HPY", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebooks + Study App, 2 Pack, 1 Subject, College Ruled, 8-1/2\" x 11\", 80 Sheets, Petals (820331F-ECM)", "asin": "B0CPHRF7WW", "price": "$11.93", "delivery": " One-Day FREE delivery Tomorrow, May 6"}, {"title": "Cambridge Notebook, Business Notebook, 8-1/4\" x 11\", 80 Sheets, Legal Ruled, Flexible Cover, Wirebound, Gray (06062)", "asin": "B0000AQONQ", "price": "$9.56", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Composition Notebooks, Wide Ruled Paper, 9-3/4\" x 7-1/2\", Assorted Marble Covers, 100 Sheets, 12 per Pack, Colors May Vary (63794)", "asin": "B009NKWY34", "price": "$29.39", "delivery": " Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM"}, {"title": "Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 7mm College Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (4)", "asin": "B09FG45HFT", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Composition Notebooks, School Supplies, Notebooks for School, Writing Journal, Wide Ruled Paper, 9-3/4 x 7-1/2 Inches, 100 Sheets, Black, 6 Pack (63764)", "asin": "B08485GYKM", "price": "$12.94", "delivery": " One-Day FREE delivery Tomorrow, May 6"}, {"title": "College Ruled Composition Notebooks 5 Pack, 200 Pages (100 Sheets), 9-3/4\" x 7-1/2\", White & Black Marble Composition Book, Hard Cover, Sturdy Sewn Binding, School, College & Office Supplies", "asin": "B0B2DRXFGW", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Trail maker 50 Pack Bulk Black and White Composition Notebook Wide Ruled, 200 Pages (100 Sheets), 9-3/4 x 7-1/2\", Hard Cover Bulk School Supplies Marble Composition Books for School & Office", "asin": "B0B6Y9PSTZ", "price": "$69.00", "delivery": "FREE delivery Thu, May 8"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T15:56:36.925Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T15:56:36.925Z
click
filter
rule
2025-05-05T15:56:36.925Z
click
filter
train
991
2025-05-05T15:56:36.925Z
click
filter
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} 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10\u202fPM on $25 of qualifying items"}, {"title": "KOKUYO Spiral Notebook, 3 Pack Campus 10-1/2\" x 8\" Subject Notebooks with College Ruled, 80 Sheets, Pink Blue Green 3 Holes School Spiral Journal for Work Study Note Taking (WSG-SU-400G1\u00d73)", "asin": "B0C5JCJ8JZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"}, {"title": "Spiral Notebook, 12 Pack, 1 Subject, College Ruled, 70 Sheets, 8 x 10-1/2\", 3 Hole Punched, Bulk College Ruled Spiral Notebook for School, Single Subject Spiral Notebook Bulk, Assorted Colors", "asin": "B0BWF9XDK2", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford 1-Subject Notebooks, School Journal, 8 x 10-1/2 Inch, Wide Rule Paper, 70 Sheets, 3-Hole Punch, 3 Pack, Red, Blue, Green, Color Assortment May Vary (65029)", "asin": "B071CQ6JHL", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"}, {"title": "Five Star Spiral Notebook Plus Study App, 1 Subject, College Ruled Paper, 100 Sheets, 8-1/2\" x 11\", School, Amethyst Purple (38744)", "asin": "B01E0E8X4G", "price": "$7.19", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"}, {"title": "Mead Spiral Notebooks, Pack of 5, 1-Subject, College Ruled Paper, Plastic Cover, 8-1/2\" x 11\", 100 Sheets, Black, Yellow, Red, Blue and Green (820299)", "asin": "B0CJL83Q1X", "price": "$14.39", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "SUNEE 5 Subject Notebook College Ruled - 400 Pages, 8.5\"x11\", 5 Pocket Colored Dividers, 3-Hole Punched Paper, Black", "asin": "B0B18J2HPY", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebooks + Study App, 2 Pack, 1 Subject, College Ruled, 8-1/2\" x 11\", 80 Sheets, Petals (820331F-ECM)", "asin": "B0CPHRF7WW", "price": "$11.93", "delivery": " One-Day FREE delivery Tomorrow, May 6"}, {"title": "Cambridge Notebook, Business Notebook, 8-1/4\" x 11\", 80 Sheets, Legal Ruled, Flexible Cover, Wirebound, Gray (06062)", "asin": "B0000AQONQ", "price": "$9.56", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Composition Notebooks, Wide Ruled Paper, 9-3/4\" x 7-1/2\", Assorted Marble Covers, 100 Sheets, 12 per Pack, Colors May Vary (63794)", "asin": "B009NKWY34", "price": "$29.39", "delivery": " Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM"}, {"title": "Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 7mm College Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (4)", "asin": "B09FG45HFT", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Composition Notebooks, School Supplies, Notebooks for School, Writing Journal, Wide Ruled Paper, 9-3/4 x 7-1/2 Inches, 100 Sheets, Black, 6 Pack (63764)", "asin": "B08485GYKM", "price": "$12.94", "delivery": " One-Day FREE delivery Tomorrow, May 6"}, {"title": "College Ruled Composition Notebooks 5 Pack, 200 Pages (100 Sheets), 9-3/4\" x 7-1/2\", White & Black Marble Composition Book, Hard Cover, Sturdy Sewn Binding, School, College & Office Supplies", "asin": "B0B2DRXFGW", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Trail maker 50 Pack Bulk Black and White Composition Notebook Wide Ruled, 200 Pages (100 Sheets), 9-3/4 x 7-1/2\", Hard Cover Bulk School Supplies Marble Composition Books for School & Office", "asin": "B0B6Y9PSTZ", "price": "$69.00", "delivery": "FREE delivery Thu, May 8"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T15:56:36.925Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": 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\"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", 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\"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:16:19.562Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T15:52:43.411Z\", \"action\": \"input\", \"action_argument\": \"notebooks for school\"}\n{\"timestamp\": \"2025-05-05T15:56:36.925Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\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\"search_term\": [{\"term\": \"notebooks for school\"}],\n\"search_results\": [{\"title\": \"Five Star Spiral Notebook, 2 Subject, College Ruled, 9 1/2\\\" x 6\\\" 80 Sheets, Amethyst Purple (840029CF1-ECM)\", \"asin\": \"B0CWS1R8JT\", \"price\": \"$2.47\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 11\\\", 200 Sheets, Black (72081)\", \"asin\": \"B003O2RXUQ\", \"price\": \"$5.68\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Mead Spiral Notebooks, 6 Pack, 1-Subject, College Ruled Paper, 8\\\" x 10-1/2\\\", 70 Sheets, Assorted Pastel Colors (830049)\", \"asin\": \"B0CN3SQYN3\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Mead Composition, Wide Ruled Comp Book, Writing Journal Notebook with Lined Paper, Home School Supplies for College Students & K-12, 9-3/4\\\" x 7-1/2\\\", 100 Sheets, Black Marble (09910)\", \"asin\": \"B00006IDM7\", \"price\": \"$2.28\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Oxford Spiral Notebook 6 Pack, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Color Assortment Design May Vary (65007)\", \"asin\": \"B00D3OR58A\", \"price\": \"$11.22\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Five Star Spiral Notebook, 1 Subject, College Ruled Paper, 7\\\" x 4-3/8\\\", Personal Size, 80 Sheets, Black (450048AA2-ECM)\", \"asin\": \"B0CWS2CTQ4\", \"price\": \"$2.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, College Ruled Paper, 8-1/2\\\" x 11\\\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Black, Red, Blue, Green, White, Purple (38052)\", \"asin\": \"B01BHL3DCC\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Mead Spiral Notebooks, 6 Pack, 1 Subject, College Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 70 Sheets per Notebook, Color Will Vary (73065)\", \"asin\": \"B00P9U2EM8\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Hardcover Spiral Notebook Journal with Removable Dividers Tabs, 300 Pages Leather 5 Subject Notebook College Ruled, 8\\\"x10\\\" Large B5 Notebooks for Work School Note taking, Lined Journal for Women, Pink\", \"asin\": \"B0D44Y2NSF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Lined Spiral Journal Notebook for Women & Men, 140 Pages, College Ruled Hardcover Notebook for Work & Note Taking, Journals for Writing, A5(6\\\"x8\\\") - Green\", \"asin\": \"B0CT4HX4T9\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Five Star Spiral Notebook + Study App, 3 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 11\\\", 150 Sheets, White (72464)\", \"asin\": \"B00JKRKJCS\", \"price\": \"$4.91\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Oxford Spiral Notebook, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Pastel Pink, Orange, Yellow, Green, Blue and Purple, 70 Sheets (63756), Set of 6\", \"asin\": \"B08VF9B772\", \"price\": \"$11.09\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Mead Spiral Notebooks, 6 Pack, 1-Subject, Wide Ruled Paper, 8\\\" x 10-1/2\\\", 70 Sheets, Assorted Pastel Colors (930050-ECM)\", \"asin\": \"B0BX76YG4F\", \"price\": \"$8.34\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Oxford 1-Subject Notebooks, Notebooks for School, 8 x 10.5 Inches, College Rule, 70 Sheets, Assorted Primary Colors, 3 Pack, Colors May Vary (1006792)\", \"asin\": \"B0DCWNFS3S\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"ZICOTO Aesthetic Spiral Notebook Set of 3 For Women - Cute College Ruled 8x6 Journal/Notebook with Large Pockets And Lined Pages - Perfect Supplies to Stay Organized at Work or School\", \"asin\": \"B0BWYLWWC1\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Oxford Spiral Notebook 18 Pack, Bulk College Ruled Spiral Notebooks for School, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inches, 3-Hole Punch, Assorted Colors, 70 Sheets (65206)\", \"asin\": \"B0B9VF9DXF\", \"price\": \"$26.45\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Five Star Spiral Notebooks + Study App, 6 Pack, 1 Subject, Wide Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 10\\\", 100 Sheets, Black, Red, Yellow, Purple, Green, Blue (38042)\", \"asin\": \"B01E3UIR02\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Mead Composition Notebooks, 6 Pack, College Ruled Paper, 7-1/2\\\" x 9-3/4\\\", 100 Sheets, Assorted Bright Colors (850106-ECM)\", \"asin\": \"B0CN3T7NZ5\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Advance Notebook with Spiral Guard, Movable Tabbed Dividers and Expanding Pockets, 8-1/2\\\" x 11\\\", 200 Sheets, Black (73144)\", \"asin\": \"B00X7X2KIC\", \"price\": \"$15.77\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 7mm College Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (4)\", \"asin\": \"B09FG45HFT\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Spiral Notebook, 12 Pack, 1 Subject, College Ruled, 70 Sheets, 8 x 10-1/2\\\", 3 Hole Punched, Bulk College Ruled Spiral Notebook for School, Single Subject Spiral Notebook Bulk, Assorted Colors\", \"asin\": \"B0BWF9XDK2\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Mead Spiral Notebook, 24 Pack, 1-Subject, Wide Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 70 Sheets per Notebook, Color Will Vary (05510)\", \"asin\": \"B010PK6S9G\", \"price\": \"$35.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Cambridge Notebook, Business Notebook, 8-1/4\\\" x 11\\\", 80 Sheets, Legal Ruled, Flexible Cover, Wirebound, Gray (06062)\", \"asin\": \"B0000AQONQ\", \"price\": \"$9.56\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Mead Spiral Notebooks, Pack of 5, 1-Subject, College Ruled Paper, Plastic Cover, 8-1/2\\\" x 11\\\", 100 Sheets, Black, Yellow, Red, Blue and Green (820299)\", \"asin\": \"B0CJL83Q1X\", \"price\": \"$14.39\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"College Ruled Composition Notebooks 5 Pack, 200 Pages (100 Sheets), 9-3/4\\\" x 7-1/2\\\", White & Black Marble Composition Book, Hard Cover, Sturdy Sewn Binding, School, College & Office Supplies\", \"asin\": \"B0B2DRXFGW\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Wide Ruled 8.5 x 11.75-Inch 50 Sheet Perforated Lined Writing Note Pads, Pack of 6, 300 Count, Multicolor\", \"asin\": \"B086LW3VDD\", \"price\": \"$19.10\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Aesthetic Thick Spiral Notebook Journal For Women in B5 Format - Modern Linen Hardcover College Ruled Note Book With 300 Lined Pages - Perfect For Writing And Staying Organized at Work or School\", \"asin\": \"B0CLVBLNQC\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"4 PCS Small Spiral Notebook 5x7, Spiral Journal Notebook, Notebooks for Work, Note Taking, School, Small Notebooks 5x7 with Strap, Cute Notebooks for Women 50 Sheets\", \"asin\": \"B0DGV3BFRY\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Mead Spiral Notebook, 1-Subject, Graph Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 100 Sheets, Green (05676AC5)\", \"asin\": \"B07DPD3M4Z\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Lined Spiral Journal Notebook for Women, A5 College Ruled Journals for Writing, Hardcover Notebooks for Work, Note taking and Office School Supplies,140 Pages - Purple\", \"asin\": \"B0CZ6PW951\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Five Star Spiral Notebook + Study App, 1 Subject, Graph Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 11\\\", 100 Sheets, Black (73679)\", \"asin\": \"B07FBC8P59\", \"price\": \"$9.87\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 8mm Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (style 10-Wine Red,Brown,Green,ivory, A5)\", \"asin\": \"B08NYRMWZ8\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Classic Lined Notebook, 240 Pages Hardcover, 5 x 8.25-Inch, Black\", \"asin\": \"B01DN8TCEU\", \"price\": \"$9.02\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\\\"\\u00d78.3\\\"(Brown)\", \"asin\": \"B0B4DKQSDV\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Oxford Composition Notebook 6 Pack, College Ruled Paper, 9-3/4 x 7-1/2 Inches, 100 Sheets, Assorted Marble Covers. 2 Each: Blue, Green, Red (63763)\", \"asin\": \"B08VFCHYLD\", \"price\": \"$12.76\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Professional Journal, 10.5X7.5 inches, Black, 2-Pack\", \"asin\": \"B07YLTJHH4\", \"price\": \"$22.79\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Lined Spiral Notebook Journal for Work, 300 Pages Thick B5 (7.1\\\"x10\\\") College Ruled Journal for Women & Writing, Hardcover Notebook for Note Taking, Perfect for Office Home School Supplies, Green\", \"asin\": \"B0D7GG3TG8\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Utron 3 PCS Small Spiral Notebook 5x7, Notebooks for Note Taking, Morandi Spiral Journal Notebook, Work Notebook Small Notebooks 5x7 with Strap, Cute Notebooks for Women 70 Sheets/Note Books\", \"asin\": \"B0CQJNQTM6\", \"price\": \"$7.19\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"SUIN Hardcover-Journal-Notebooks, 6 Packs A5 Lined Journals Notebook for Writing 200 Pages, 8.2 x 5.5 inch, 6 Colors Classic Ruled Notebooks for Work/Travel/College\", \"asin\": \"B09NS6VP4W\", \"price\": \"$33.29\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, Graph Ruled Paper, 8-1/2\\\" x 11\\\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Purple, Orange, Green, Blue, Gray, Black (73549)\", \"asin\": \"B071NTLWX7\", \"price\": \"$30.04\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Five Star Spiral Notebook + Study App, 3 Subject, Wide Ruled Paper, 150 Sheets, 10-1/2\\\" x 8\\\" Sheet Size, Harvest Yellow (73463)\", \"asin\": \"B071S7KZ9M\", \"price\": \"$4.78\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Oxford Composition Notebooks, School Supplies, Notebooks for School, College Ruled Paper, 9-3/4 x 7-1/2 Inches, School Comp Book, Black Marble Covers, 100 Lined Sheets, 12 per Pack (63796)\", \"asin\": \"B007XZKFSM\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Spiral Notebook 4Pack Pocket Notebook 4.2\\\"x 6.1\\\" Pocket Notepad Small Notebook (4Pack Spiral Notebook)\", \"asin\": \"B0C2PDXCK7\", \"price\": \"$3.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"24 Pack Blank Books for Kids to Write Stories, A6 Colorful Notebooks Bulk, 4.3x5.5 in Unlined Travel Journals Scrapbooks for Students Sketching\", \"asin\": \"B07D8H8G68\", \"price\": \"$14.25\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"PAPERAGE Lined Journal Notebook, (Black), 160 Pages, Medium 5.6 inches x 8 inches - 100 GSM Thick Paper, Hardcover\", \"asin\": \"B07L4JCG7T\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Journaling Notebooks, Lined Spiral Journal Notebook for Women & Men, 146 Pages College Ruled Hardcover Note Book for Work, Note Taking, Journaling, School, Writing, A5(5.5''x8'')\", \"asin\": \"B0D8BHFTGB\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Blank Spiral Notebook, 2-Pack, Soft Cover, Sketch book, 100 Pages / 50 Sheets, 7.5 inch x 5.1 inch, 100GSM, (Black)\", \"asin\": \"B0BHH42JZ1\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Comix 6 Pack Lined Journal Notebooks for Work, 240 Pages, 5.5\\\"x8.3\\\", Black, Hardcover, A5 Medium College Ruled, Journaling Notebooks for Notes-taking, Fits for Office School Home\", \"asin\": \"B09V1254RZ\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T15:57:05.461Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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"action": "purchase", "action_argument": "B0DJ1J7DDN"} {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T15:52:43.411Z", "action": "input", "action_argument": "notebooks for school"} {"timestamp": "2025-05-05T15:56:36.925Z", "action": "click", "action_argument": "filter"} <|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": "notebooks for school"}], "search_results": [{"title": "Five Star Spiral Notebook, 2 Subject, College Ruled, 9 1/2\" x 6\" 80 Sheets, Amethyst Purple (840029CF1-ECM)", "asin": "B0CWS1R8JT", "price": "$2.47", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 11\", 200 Sheets, Black (72081)", "asin": "B003O2RXUQ", "price": "$5.68", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Spiral Notebooks, 6 Pack, 1-Subject, College Ruled Paper, 8\" x 10-1/2\", 70 Sheets, Assorted Pastel Colors (830049)", "asin": "B0CN3SQYN3", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Composition, Wide Ruled Comp Book, Writing Journal Notebook with Lined Paper, Home School Supplies for College Students & K-12, 9-3/4\" x 7-1/2\", 100 Sheets, Black Marble (09910)", "asin": "B00006IDM7", "price": "$2.28", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Spiral Notebook 6 Pack, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Color Assortment Design May Vary (65007)", "asin": "B00D3OR58A", "price": "$11.22", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebook, 1 Subject, College Ruled Paper, 7\" x 4-3/8\", Personal Size, 80 Sheets, Black (450048AA2-ECM)", "asin": "B0CWS2CTQ4", "price": "$2.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, College Ruled Paper, 8-1/2\" x 11\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Black, Red, Blue, Green, White, Purple (38052)", "asin": "B01BHL3DCC", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Spiral Notebooks, 6 Pack, 1 Subject, College Ruled Paper, 7-1/2\" x 10-1/2\", 70 Sheets per Notebook, Color Will Vary (73065)", "asin": "B00P9U2EM8", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Hardcover Spiral Notebook Journal with Removable Dividers Tabs, 300 Pages Leather 5 Subject Notebook College Ruled, 8\"x10\" Large B5 Notebooks for Work School Note taking, Lined Journal for Women, Pink", "asin": "B0D44Y2NSF", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Lined Spiral Journal Notebook for Women & Men, 140 Pages, College Ruled Hardcover Notebook for Work & Note Taking, Journals for Writing, A5(6\"x8\") - Green", "asin": "B0CT4HX4T9", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebook + Study App, 3 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 11\", 150 Sheets, White (72464)", "asin": "B00JKRKJCS", "price": "$4.91", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Spiral Notebook, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Pastel Pink, Orange, Yellow, Green, Blue and Purple, 70 Sheets (63756), Set of 6", "asin": "B08VF9B772", "price": "$11.09", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Spiral Notebooks, 6 Pack, 1-Subject, Wide Ruled Paper, 8\" x 10-1/2\", 70 Sheets, Assorted Pastel Colors (930050-ECM)", "asin": "B0BX76YG4F", "price": "$8.34", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford 1-Subject Notebooks, Notebooks for School, 8 x 10.5 Inches, College Rule, 70 Sheets, Assorted Primary Colors, 3 Pack, Colors May Vary (1006792)", "asin": "B0DCWNFS3S", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "ZICOTO Aesthetic Spiral Notebook Set of 3 For Women - Cute College Ruled 8x6 Journal/Notebook with Large Pockets And Lined Pages - Perfect Supplies to Stay Organized at Work or School", "asin": "B0BWYLWWC1", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Spiral Notebook 18 Pack, Bulk College Ruled Spiral Notebooks for School, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inches, 3-Hole Punch, Assorted Colors, 70 Sheets (65206)", "asin": "B0B9VF9DXF", "price": "$26.45", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}, {"title": "Five Star Spiral Notebooks + Study App, 6 Pack, 1 Subject, Wide Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 10\", 100 Sheets, Black, Red, Yellow, Purple, Green, Blue (38042)", "asin": "B01E3UIR02", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Composition Notebooks, 6 Pack, College Ruled Paper, 7-1/2\" x 9-3/4\", 100 Sheets, Assorted Bright Colors (850106-ECM)", "asin": "B0CN3T7NZ5", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Advance Notebook with Spiral Guard, Movable Tabbed Dividers and Expanding Pockets, 8-1/2\" x 11\", 200 Sheets, Black (73144)", "asin": "B00X7X2KIC", "price": "$15.77", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 7mm College Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (4)", "asin": "B09FG45HFT", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Spiral Notebook, 12 Pack, 1 Subject, College Ruled, 70 Sheets, 8 x 10-1/2\", 3 Hole Punched, Bulk College Ruled Spiral Notebook for School, Single Subject Spiral Notebook Bulk, Assorted Colors", "asin": "B0BWF9XDK2", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Spiral Notebook, 24 Pack, 1-Subject, Wide Ruled Paper, 7-1/2\" x 10-1/2\", 70 Sheets per Notebook, Color Will Vary (05510)", "asin": "B010PK6S9G", "price": "$35.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}, {"title": "Cambridge Notebook, Business Notebook, 8-1/4\" x 11\", 80 Sheets, Legal Ruled, Flexible Cover, Wirebound, Gray (06062)", "asin": "B0000AQONQ", "price": "$9.56", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Spiral Notebooks, Pack of 5, 1-Subject, College Ruled Paper, Plastic Cover, 8-1/2\" x 11\", 100 Sheets, Black, Yellow, Red, Blue and Green (820299)", "asin": "B0CJL83Q1X", "price": "$14.39", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "College Ruled Composition Notebooks 5 Pack, 200 Pages (100 Sheets), 9-3/4\" x 7-1/2\", White & Black Marble Composition Book, Hard Cover, Sturdy Sewn Binding, School, College & Office Supplies", "asin": "B0B2DRXFGW", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Amazon Basics Wide Ruled 8.5 x 11.75-Inch 50 Sheet Perforated Lined Writing Note Pads, Pack of 6, 300 Count, Multicolor", "asin": "B086LW3VDD", "price": "$19.10", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Aesthetic Thick Spiral Notebook Journal For Women in B5 Format - Modern Linen Hardcover College Ruled Note Book With 300 Lined Pages - Perfect For Writing And Staying Organized at Work or School", "asin": "B0CLVBLNQC", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "4 PCS Small Spiral Notebook 5x7, Spiral Journal Notebook, Notebooks for Work, Note Taking, School, Small Notebooks 5x7 with Strap, Cute Notebooks for Women 50 Sheets", "asin": "B0DGV3BFRY", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Spiral Notebook, 1-Subject, Graph Ruled Paper, 7-1/2\" x 10-1/2\", 100 Sheets, Green (05676AC5)", "asin": "B07DPD3M4Z", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Lined Spiral Journal Notebook for Women, A5 College Ruled Journals for Writing, Hardcover Notebooks for Work, Note taking and Office School Supplies,140 Pages - Purple", "asin": "B0CZ6PW951", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebook + Study App, 1 Subject, Graph Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 11\", 100 Sheets, Black (73679)", "asin": "B07FBC8P59", "price": "$9.87", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 8mm Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (style 10-Wine Red,Brown,Green,ivory, A5)", "asin": "B08NYRMWZ8", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Amazon Basics Classic Lined Notebook, 240 Pages Hardcover, 5 x 8.25-Inch, Black", "asin": "B01DN8TCEU", "price": "$9.02", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\"\u00d78.3\"(Brown)", "asin": "B0B4DKQSDV", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Composition Notebook 6 Pack, College Ruled Paper, 9-3/4 x 7-1/2 Inches, 100 Sheets, Assorted Marble Covers. 2 Each: Blue, Green, Red (63763)", "asin": "B08VFCHYLD", "price": "$12.76", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Amazon Basics Professional Journal, 10.5X7.5 inches, Black, 2-Pack", "asin": "B07YLTJHH4", "price": "$22.79", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Lined Spiral Notebook Journal for Work, 300 Pages Thick B5 (7.1\"x10\") College Ruled Journal for Women & Writing, Hardcover Notebook for Note Taking, Perfect for Office Home School Supplies, Green", "asin": "B0D7GG3TG8", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Utron 3 PCS Small Spiral Notebook 5x7, Notebooks for Note Taking, Morandi Spiral Journal Notebook, Work Notebook Small Notebooks 5x7 with Strap, Cute Notebooks for Women 70 Sheets/Note Books", "asin": "B0CQJNQTM6", "price": "$7.19", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "SUIN Hardcover-Journal-Notebooks, 6 Packs A5 Lined Journals Notebook for Writing 200 Pages, 8.2 x 5.5 inch, 6 Colors Classic Ruled Notebooks for Work/Travel/College", "asin": "B09NS6VP4W", "price": "$33.29", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}, {"title": "Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, Graph Ruled Paper, 8-1/2\" x 11\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Purple, Orange, Green, Blue, Gray, Black (73549)", "asin": "B071NTLWX7", "price": "$30.04", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}, {"title": "Five Star Spiral Notebook + Study App, 3 Subject, Wide Ruled Paper, 150 Sheets, 10-1/2\" x 8\" Sheet Size, Harvest Yellow (73463)", "asin": "B071S7KZ9M", "price": "$4.78", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Composition Notebooks, School Supplies, Notebooks for School, College Ruled Paper, 9-3/4 x 7-1/2 Inches, School Comp Book, Black Marble Covers, 100 Lined Sheets, 12 per Pack (63796)", "asin": "B007XZKFSM", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}, {"title": "Spiral Notebook 4Pack Pocket Notebook 4.2\"x 6.1\" Pocket Notepad Small Notebook (4Pack Spiral Notebook)", "asin": "B0C2PDXCK7", "price": "$3.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "24 Pack Blank Books for Kids to Write Stories, A6 Colorful Notebooks Bulk, 4.3x5.5 in Unlined Travel Journals Scrapbooks for Students Sketching", "asin": "B07D8H8G68", "price": "$14.25", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "PAPERAGE Lined Journal Notebook, (Black), 160 Pages, Medium 5.6 inches x 8 inches - 100 GSM Thick Paper, Hardcover", "asin": "B07L4JCG7T", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Journaling Notebooks, Lined Spiral Journal Notebook for Women & Men, 146 Pages College Ruled Hardcover Note Book for Work, Note Taking, Journaling, School, Writing, A5(5.5''x8'')", "asin": "B0D8BHFTGB", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Blank Spiral Notebook, 2-Pack, Soft Cover, Sketch book, 100 Pages / 50 Sheets, 7.5 inch x 5.1 inch, 100GSM, (Black)", "asin": "B0BHH42JZ1", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Comix 6 Pack Lined Journal Notebooks for Work, 240 Pages, 5.5\"x8.3\", Black, Hardcover, A5 Medium College Ruled, Journaling Notebooks for Notes-taking, Fits for Office School Home", "asin": "B09V1254RZ", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T15:57:05.461Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T15:57:05.461Z
click
filter
rule
2025-05-05T15:57:05.461Z
click
filter
train
992
2025-05-05T15:57:05.461Z
click
filter
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} 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"cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-05T15:52:43.411Z", "action": "input", "action_argument": "notebooks for school"} {"timestamp": "2025-05-05T15:56:36.925Z", "action": "click", "action_argument": "filter"} <|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": "notebooks for school"}], "search_results": [{"title": "Five Star Spiral Notebook, 2 Subject, College Ruled, 9 1/2\" x 6\" 80 Sheets, Amethyst Purple (840029CF1-ECM)", "asin": "B0CWS1R8JT", "price": "$2.47", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 11\", 200 Sheets, Black (72081)", "asin": "B003O2RXUQ", "price": "$5.68", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Spiral Notebooks, 6 Pack, 1-Subject, College Ruled Paper, 8\" x 10-1/2\", 70 Sheets, Assorted Pastel Colors (830049)", "asin": "B0CN3SQYN3", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Composition, Wide Ruled Comp Book, Writing Journal Notebook with Lined Paper, Home School Supplies for College Students & K-12, 9-3/4\" x 7-1/2\", 100 Sheets, Black Marble (09910)", "asin": "B00006IDM7", "price": "$2.28", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Spiral Notebook 6 Pack, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Color Assortment Design May Vary (65007)", "asin": "B00D3OR58A", "price": "$11.22", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebook, 1 Subject, College Ruled Paper, 7\" x 4-3/8\", Personal Size, 80 Sheets, Black (450048AA2-ECM)", "asin": "B0CWS2CTQ4", "price": "$2.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, College Ruled Paper, 8-1/2\" x 11\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Black, Red, Blue, Green, White, Purple (38052)", "asin": "B01BHL3DCC", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Spiral Notebooks, 6 Pack, 1 Subject, College Ruled Paper, 7-1/2\" x 10-1/2\", 70 Sheets per Notebook, Color Will Vary (73065)", "asin": "B00P9U2EM8", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Hardcover Spiral Notebook Journal with Removable Dividers Tabs, 300 Pages Leather 5 Subject Notebook College Ruled, 8\"x10\" Large B5 Notebooks for Work School Note taking, Lined Journal for Women, Pink", "asin": "B0D44Y2NSF", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Lined Spiral Journal Notebook for Women & Men, 140 Pages, College Ruled Hardcover Notebook for Work & Note Taking, Journals for Writing, A5(6\"x8\") - Green", "asin": "B0CT4HX4T9", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebook + Study App, 3 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 11\", 150 Sheets, White (72464)", "asin": "B00JKRKJCS", "price": "$4.91", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Spiral Notebook, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Pastel Pink, Orange, Yellow, Green, Blue and Purple, 70 Sheets (63756), Set of 6", "asin": "B08VF9B772", "price": "$11.09", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Spiral Notebooks, 6 Pack, 1-Subject, Wide Ruled Paper, 8\" x 10-1/2\", 70 Sheets, Assorted Pastel Colors (930050-ECM)", "asin": "B0BX76YG4F", "price": "$8.34", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford 1-Subject Notebooks, Notebooks for School, 8 x 10.5 Inches, College Rule, 70 Sheets, Assorted Primary Colors, 3 Pack, Colors May Vary (1006792)", "asin": "B0DCWNFS3S", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "ZICOTO Aesthetic Spiral Notebook Set of 3 For Women - Cute College Ruled 8x6 Journal/Notebook with Large Pockets And Lined Pages - Perfect Supplies to Stay Organized at Work or School", "asin": "B0BWYLWWC1", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Spiral Notebook 18 Pack, Bulk College Ruled Spiral Notebooks for School, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inches, 3-Hole Punch, Assorted Colors, 70 Sheets (65206)", "asin": "B0B9VF9DXF", "price": "$26.45", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}, {"title": "Five Star Spiral Notebooks + Study App, 6 Pack, 1 Subject, Wide Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 10\", 100 Sheets, Black, Red, Yellow, Purple, Green, Blue (38042)", "asin": "B01E3UIR02", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Composition Notebooks, 6 Pack, College Ruled Paper, 7-1/2\" x 9-3/4\", 100 Sheets, Assorted Bright Colors (850106-ECM)", "asin": "B0CN3T7NZ5", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Advance Notebook with Spiral Guard, Movable Tabbed Dividers and Expanding Pockets, 8-1/2\" x 11\", 200 Sheets, Black (73144)", "asin": "B00X7X2KIC", "price": "$15.77", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 7mm College Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (4)", "asin": "B09FG45HFT", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Spiral Notebook, 12 Pack, 1 Subject, College Ruled, 70 Sheets, 8 x 10-1/2\", 3 Hole Punched, Bulk College Ruled Spiral Notebook for School, Single Subject Spiral Notebook Bulk, Assorted Colors", "asin": "B0BWF9XDK2", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Spiral Notebook, 24 Pack, 1-Subject, Wide Ruled Paper, 7-1/2\" x 10-1/2\", 70 Sheets per Notebook, Color Will Vary (05510)", "asin": "B010PK6S9G", "price": "$35.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}, {"title": "Cambridge Notebook, Business Notebook, 8-1/4\" x 11\", 80 Sheets, Legal Ruled, Flexible Cover, Wirebound, Gray (06062)", "asin": "B0000AQONQ", "price": "$9.56", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Spiral Notebooks, Pack of 5, 1-Subject, College Ruled Paper, Plastic Cover, 8-1/2\" x 11\", 100 Sheets, Black, Yellow, Red, Blue and Green (820299)", "asin": "B0CJL83Q1X", "price": "$14.39", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "College Ruled Composition Notebooks 5 Pack, 200 Pages (100 Sheets), 9-3/4\" x 7-1/2\", White & Black Marble Composition Book, Hard Cover, Sturdy Sewn Binding, School, College & Office Supplies", "asin": "B0B2DRXFGW", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Amazon Basics Wide Ruled 8.5 x 11.75-Inch 50 Sheet Perforated Lined Writing Note Pads, Pack of 6, 300 Count, Multicolor", "asin": "B086LW3VDD", "price": "$19.10", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Aesthetic Thick Spiral Notebook Journal For Women in B5 Format - Modern Linen Hardcover College Ruled Note Book With 300 Lined Pages - Perfect For Writing And Staying Organized at Work or School", "asin": "B0CLVBLNQC", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "4 PCS Small Spiral Notebook 5x7, Spiral Journal Notebook, Notebooks for Work, Note Taking, School, Small Notebooks 5x7 with Strap, Cute Notebooks for Women 50 Sheets", "asin": "B0DGV3BFRY", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Spiral Notebook, 1-Subject, Graph Ruled Paper, 7-1/2\" x 10-1/2\", 100 Sheets, Green (05676AC5)", "asin": "B07DPD3M4Z", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Lined Spiral Journal Notebook for Women, A5 College Ruled Journals for Writing, Hardcover Notebooks for Work, Note taking and Office School Supplies,140 Pages - Purple", "asin": "B0CZ6PW951", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebook + Study App, 1 Subject, Graph Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 11\", 100 Sheets, Black (73679)", "asin": "B07FBC8P59", "price": "$9.87", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 8mm Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (style 10-Wine Red,Brown,Green,ivory, A5)", "asin": "B08NYRMWZ8", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Amazon Basics Classic Lined Notebook, 240 Pages Hardcover, 5 x 8.25-Inch, Black", "asin": "B01DN8TCEU", "price": "$9.02", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\"\u00d78.3\"(Brown)", "asin": "B0B4DKQSDV", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Composition Notebook 6 Pack, College Ruled Paper, 9-3/4 x 7-1/2 Inches, 100 Sheets, Assorted Marble Covers. 2 Each: Blue, Green, Red (63763)", "asin": "B08VFCHYLD", "price": "$12.76", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Amazon Basics Professional Journal, 10.5X7.5 inches, Black, 2-Pack", "asin": "B07YLTJHH4", "price": "$22.79", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Lined Spiral Notebook Journal for Work, 300 Pages Thick B5 (7.1\"x10\") College Ruled Journal for Women & Writing, Hardcover Notebook for Note Taking, Perfect for Office Home School Supplies, Green", "asin": "B0D7GG3TG8", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Utron 3 PCS Small Spiral Notebook 5x7, Notebooks for Note Taking, Morandi Spiral Journal Notebook, Work Notebook Small Notebooks 5x7 with Strap, Cute Notebooks for Women 70 Sheets/Note Books", "asin": "B0CQJNQTM6", "price": "$7.19", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "SUIN Hardcover-Journal-Notebooks, 6 Packs A5 Lined Journals Notebook for Writing 200 Pages, 8.2 x 5.5 inch, 6 Colors Classic Ruled Notebooks for Work/Travel/College", "asin": "B09NS6VP4W", "price": "$33.29", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}, {"title": "Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, Graph Ruled Paper, 8-1/2\" x 11\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Purple, Orange, Green, Blue, Gray, Black (73549)", "asin": "B071NTLWX7", "price": "$30.04", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}, {"title": "Five Star Spiral Notebook + Study App, 3 Subject, Wide Ruled Paper, 150 Sheets, 10-1/2\" x 8\" Sheet Size, Harvest Yellow (73463)", "asin": "B071S7KZ9M", "price": "$4.78", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Composition Notebooks, School Supplies, Notebooks for School, College Ruled Paper, 9-3/4 x 7-1/2 Inches, School Comp Book, Black Marble Covers, 100 Lined Sheets, 12 per Pack (63796)", "asin": "B007XZKFSM", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}, {"title": "Spiral Notebook 4Pack Pocket Notebook 4.2\"x 6.1\" Pocket Notepad Small Notebook (4Pack Spiral Notebook)", "asin": "B0C2PDXCK7", "price": "$3.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "24 Pack Blank Books for Kids to Write Stories, A6 Colorful Notebooks Bulk, 4.3x5.5 in Unlined Travel Journals Scrapbooks for Students Sketching", "asin": "B07D8H8G68", "price": "$14.25", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "PAPERAGE Lined Journal Notebook, (Black), 160 Pages, Medium 5.6 inches x 8 inches - 100 GSM Thick Paper, Hardcover", "asin": "B07L4JCG7T", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Journaling Notebooks, Lined Spiral Journal Notebook for Women & Men, 146 Pages College Ruled Hardcover Note Book for Work, Note Taking, Journaling, School, Writing, A5(5.5''x8'')", "asin": "B0D8BHFTGB", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Blank Spiral Notebook, 2-Pack, Soft Cover, Sketch book, 100 Pages / 50 Sheets, 7.5 inch x 5.1 inch, 100GSM, (Black)", "asin": "B0BHH42JZ1", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Comix 6 Pack Lined Journal Notebooks for Work, 240 Pages, 5.5\"x8.3\", Black, Hardcover, A5 Medium College Ruled, Journaling Notebooks for Notes-taking, Fits for Office School Home", "asin": "B09V1254RZ", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T15:57:05.461Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": 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10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Lined Spiral Notebook Journal for Work, 300 Pages Thick B5 (7.1\\\"x10\\\") College Ruled Journal for Women & Writing, Hardcover Notebook for Note Taking, Perfect for Office Home School Supplies, Green\", \"asin\": \"B0D7GG3TG8\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Utron 3 PCS Small Spiral Notebook 5x7, Notebooks for Note Taking, Morandi Spiral Journal Notebook, Work Notebook Small Notebooks 5x7 with Strap, Cute Notebooks for Women 70 Sheets/Note Books\", \"asin\": \"B0CQJNQTM6\", \"price\": \"$7.19\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"SUIN Hardcover-Journal-Notebooks, 6 Packs A5 Lined Journals Notebook for Writing 200 Pages, 8.2 x 5.5 inch, 6 Colors Classic Ruled Notebooks for Work/Travel/College\", \"asin\": \"B09NS6VP4W\", \"price\": \"$33.29\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, Graph Ruled Paper, 8-1/2\\\" x 11\\\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Purple, Orange, Green, Blue, Gray, Black (73549)\", \"asin\": \"B071NTLWX7\", \"price\": \"$30.04\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Five Star Spiral Notebook + Study App, 3 Subject, Wide Ruled Paper, 150 Sheets, 10-1/2\\\" x 8\\\" Sheet Size, Harvest Yellow (73463)\", \"asin\": \"B071S7KZ9M\", \"price\": \"$4.78\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Oxford Composition Notebooks, School Supplies, Notebooks for School, College Ruled Paper, 9-3/4 x 7-1/2 Inches, School Comp Book, Black Marble Covers, 100 Lined Sheets, 12 per Pack (63796)\", \"asin\": \"B007XZKFSM\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n{\"title\": \"Spiral Notebook 4Pack Pocket Notebook 4.2\\\"x 6.1\\\" Pocket Notepad Small Notebook (4Pack Spiral Notebook)\", \"asin\": \"B0C2PDXCK7\", \"price\": \"$3.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"24 Pack Blank Books for Kids to Write Stories, A6 Colorful Notebooks Bulk, 4.3x5.5 in Unlined Travel Journals Scrapbooks for Students Sketching\", \"asin\": \"B07D8H8G68\", \"price\": \"$14.25\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"PAPERAGE Lined Journal Notebook, (Black), 160 Pages, Medium 5.6 inches x 8 inches - 100 GSM Thick Paper, Hardcover\", \"asin\": \"B07L4JCG7T\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Journaling Notebooks, Lined Spiral Journal Notebook for Women & Men, 146 Pages College Ruled Hardcover Note Book for Work, Note Taking, Journaling, School, Writing, A5(5.5''x8'')\", \"asin\": \"B0D8BHFTGB\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Blank Spiral Notebook, 2-Pack, Soft Cover, Sketch book, 100 Pages / 50 Sheets, 7.5 inch x 5.1 inch, 100GSM, (Black)\", \"asin\": \"B0BHH42JZ1\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Comix 6 Pack Lined Journal Notebooks for Work, 240 Pages, 5.5\\\"x8.3\\\", Black, Hardcover, A5 Medium College Ruled, Journaling Notebooks for Notes-taking, Fits for Office School Home\", \"asin\": \"B09V1254RZ\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T15:57:06.820Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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10\u202fPM on $25 of qualifying items"}, {"title": "Mead Spiral Notebook, 1-Subject, Graph Ruled Paper, 7-1/2\" x 10-1/2\", 100 Sheets, Green (05676AC5)", "asin": "B07DPD3M4Z", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Lined Spiral Journal Notebook for Women, A5 College Ruled Journals for Writing, Hardcover Notebooks for Work, Note taking and Office School Supplies,140 Pages - Purple", "asin": "B0CZ6PW951", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebook + Study App, 1 Subject, Graph Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 11\", 100 Sheets, Black (73679)", "asin": "B07FBC8P59", "price": "$9.87", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 8mm Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (style 10-Wine Red,Brown,Green,ivory, A5)", "asin": "B08NYRMWZ8", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Amazon Basics Classic Lined Notebook, 240 Pages Hardcover, 5 x 8.25-Inch, Black", "asin": "B01DN8TCEU", "price": "$9.02", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\"\u00d78.3\"(Brown)", "asin": "B0B4DKQSDV", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Composition Notebook 6 Pack, College Ruled Paper, 9-3/4 x 7-1/2 Inches, 100 Sheets, Assorted Marble Covers. 2 Each: Blue, Green, Red (63763)", "asin": "B08VFCHYLD", "price": "$12.76", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Amazon Basics Professional Journal, 10.5X7.5 inches, Black, 2-Pack", "asin": "B07YLTJHH4", "price": "$22.79", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Lined Spiral Notebook Journal for Work, 300 Pages Thick B5 (7.1\"x10\") College Ruled Journal for Women & Writing, Hardcover Notebook for Note Taking, Perfect for Office Home School Supplies, Green", "asin": "B0D7GG3TG8", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Utron 3 PCS Small Spiral Notebook 5x7, Notebooks for Note Taking, Morandi Spiral Journal Notebook, Work Notebook Small Notebooks 5x7 with Strap, Cute Notebooks for Women 70 Sheets/Note Books", "asin": "B0CQJNQTM6", "price": "$7.19", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "SUIN Hardcover-Journal-Notebooks, 6 Packs A5 Lined Journals Notebook for Writing 200 Pages, 8.2 x 5.5 inch, 6 Colors Classic Ruled Notebooks for Work/Travel/College", "asin": "B09NS6VP4W", "price": "$33.29", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}, {"title": "Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, Graph Ruled Paper, 8-1/2\" x 11\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Purple, Orange, Green, Blue, Gray, Black (73549)", "asin": "B071NTLWX7", "price": "$30.04", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}, {"title": "Five Star Spiral Notebook + Study App, 3 Subject, Wide Ruled Paper, 150 Sheets, 10-1/2\" x 8\" Sheet Size, Harvest Yellow (73463)", "asin": "B071S7KZ9M", "price": "$4.78", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Composition Notebooks, School Supplies, Notebooks for School, College Ruled Paper, 9-3/4 x 7-1/2 Inches, School Comp Book, Black Marble Covers, 100 Lined Sheets, 12 per Pack (63796)", "asin": "B007XZKFSM", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}, {"title": "Spiral Notebook 4Pack Pocket Notebook 4.2\"x 6.1\" Pocket Notepad Small Notebook (4Pack Spiral Notebook)", "asin": "B0C2PDXCK7", "price": "$3.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "24 Pack Blank Books for Kids to Write Stories, A6 Colorful Notebooks Bulk, 4.3x5.5 in Unlined Travel Journals Scrapbooks for Students Sketching", "asin": "B07D8H8G68", "price": "$14.25", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "PAPERAGE Lined Journal Notebook, (Black), 160 Pages, Medium 5.6 inches x 8 inches - 100 GSM Thick Paper, Hardcover", "asin": "B07L4JCG7T", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Journaling Notebooks, Lined Spiral Journal Notebook for Women & Men, 146 Pages College Ruled Hardcover Note Book for Work, Note Taking, Journaling, School, Writing, A5(5.5''x8'')", "asin": "B0D8BHFTGB", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Blank Spiral Notebook, 2-Pack, Soft Cover, Sketch book, 100 Pages / 50 Sheets, 7.5 inch x 5.1 inch, 100GSM, (Black)", "asin": "B0BHH42JZ1", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Comix 6 Pack Lined Journal Notebooks for Work, 240 Pages, 5.5\"x8.3\", Black, Hardcover, A5 Medium College Ruled, Journaling Notebooks for Notes-taking, Fits for Office School Home", "asin": "B09V1254RZ", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T15:57:06.820Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-05T15:57:06.820Z
click
filter
rule
2025-05-05T15:57:06.820Z
click
filter
train
993
2025-05-05T15:57:06.820Z
click
filter
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": 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10\u202fPM"}, {"title": "Five Star Spiral Notebooks + Study App, 6 Pack, 1 Subject, Wide Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 10\", 100 Sheets, Black, Red, Yellow, Purple, Green, Blue (38042)", "asin": "B01E3UIR02", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Composition Notebooks, 6 Pack, College Ruled Paper, 7-1/2\" x 9-3/4\", 100 Sheets, Assorted Bright Colors (850106-ECM)", "asin": "B0CN3T7NZ5", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Advance Notebook with Spiral Guard, Movable Tabbed Dividers and Expanding Pockets, 8-1/2\" x 11\", 200 Sheets, Black (73144)", "asin": "B00X7X2KIC", "price": "$15.77", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 7mm College Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (4)", "asin": "B09FG45HFT", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Spiral Notebook, 12 Pack, 1 Subject, College Ruled, 70 Sheets, 8 x 10-1/2\", 3 Hole Punched, Bulk College Ruled Spiral Notebook for School, Single Subject Spiral Notebook Bulk, Assorted Colors", "asin": "B0BWF9XDK2", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Spiral Notebook, 24 Pack, 1-Subject, Wide Ruled Paper, 7-1/2\" x 10-1/2\", 70 Sheets per Notebook, Color Will Vary (05510)", "asin": "B010PK6S9G", "price": "$35.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}, {"title": "Cambridge Notebook, Business Notebook, 8-1/4\" x 11\", 80 Sheets, Legal Ruled, Flexible Cover, Wirebound, Gray (06062)", "asin": "B0000AQONQ", "price": "$9.56", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Spiral Notebooks, Pack of 5, 1-Subject, College Ruled Paper, Plastic Cover, 8-1/2\" x 11\", 100 Sheets, Black, Yellow, Red, Blue and Green (820299)", "asin": "B0CJL83Q1X", "price": "$14.39", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "College Ruled Composition Notebooks 5 Pack, 200 Pages (100 Sheets), 9-3/4\" x 7-1/2\", White & Black Marble Composition Book, Hard Cover, Sturdy Sewn Binding, School, College & Office Supplies", "asin": "B0B2DRXFGW", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Amazon Basics Wide Ruled 8.5 x 11.75-Inch 50 Sheet Perforated Lined Writing Note Pads, Pack of 6, 300 Count, Multicolor", "asin": "B086LW3VDD", "price": "$19.10", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Aesthetic Thick Spiral Notebook Journal For Women in B5 Format - Modern Linen Hardcover College Ruled Note Book With 300 Lined Pages - Perfect For Writing And Staying Organized at Work or School", "asin": "B0CLVBLNQC", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "4 PCS Small Spiral Notebook 5x7, Spiral Journal Notebook, Notebooks for Work, Note Taking, School, Small Notebooks 5x7 with Strap, Cute Notebooks for Women 50 Sheets", "asin": "B0DGV3BFRY", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Mead Spiral Notebook, 1-Subject, Graph Ruled Paper, 7-1/2\" x 10-1/2\", 100 Sheets, Green (05676AC5)", "asin": "B07DPD3M4Z", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Lined Spiral Journal Notebook for Women, A5 College Ruled Journals for Writing, Hardcover Notebooks for Work, Note taking and Office School Supplies,140 Pages - Purple", "asin": "B0CZ6PW951", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Five Star Spiral Notebook + Study App, 1 Subject, Graph Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 11\", 100 Sheets, Black (73679)", "asin": "B07FBC8P59", "price": "$9.87", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 8mm Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (style 10-Wine Red,Brown,Green,ivory, A5)", "asin": "B08NYRMWZ8", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Amazon Basics Classic Lined Notebook, 240 Pages Hardcover, 5 x 8.25-Inch, Black", "asin": "B01DN8TCEU", "price": "$9.02", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\"\u00d78.3\"(Brown)", "asin": "B0B4DKQSDV", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Composition Notebook 6 Pack, College Ruled Paper, 9-3/4 x 7-1/2 Inches, 100 Sheets, Assorted Marble Covers. 2 Each: Blue, Green, Red (63763)", "asin": "B08VFCHYLD", "price": "$12.76", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Amazon Basics Professional Journal, 10.5X7.5 inches, Black, 2-Pack", "asin": "B07YLTJHH4", "price": "$22.79", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Lined Spiral Notebook Journal for Work, 300 Pages Thick B5 (7.1\"x10\") College Ruled Journal for Women & Writing, Hardcover Notebook for Note Taking, Perfect for Office Home School Supplies, Green", "asin": "B0D7GG3TG8", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Utron 3 PCS Small Spiral Notebook 5x7, Notebooks for Note Taking, Morandi Spiral Journal Notebook, Work Notebook Small Notebooks 5x7 with Strap, Cute Notebooks for Women 70 Sheets/Note Books", "asin": "B0CQJNQTM6", "price": "$7.19", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "SUIN Hardcover-Journal-Notebooks, 6 Packs A5 Lined Journals Notebook for Writing 200 Pages, 8.2 x 5.5 inch, 6 Colors Classic Ruled Notebooks for Work/Travel/College", "asin": "B09NS6VP4W", "price": "$33.29", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}, {"title": "Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, Graph Ruled Paper, 8-1/2\" x 11\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Purple, Orange, Green, Blue, Gray, Black (73549)", "asin": "B071NTLWX7", "price": "$30.04", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}, {"title": "Five Star Spiral Notebook + Study App, 3 Subject, Wide Ruled Paper, 150 Sheets, 10-1/2\" x 8\" Sheet Size, Harvest Yellow (73463)", "asin": "B071S7KZ9M", "price": "$4.78", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Oxford Composition Notebooks, School Supplies, Notebooks for School, College Ruled Paper, 9-3/4 x 7-1/2 Inches, School Comp Book, Black Marble Covers, 100 Lined Sheets, 12 per Pack (63796)", "asin": "B007XZKFSM", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}, {"title": "Spiral Notebook 4Pack Pocket Notebook 4.2\"x 6.1\" Pocket Notepad Small Notebook (4Pack Spiral Notebook)", "asin": "B0C2PDXCK7", "price": "$3.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "24 Pack Blank Books for Kids to Write Stories, A6 Colorful Notebooks Bulk, 4.3x5.5 in Unlined Travel Journals Scrapbooks for Students Sketching", "asin": "B07D8H8G68", "price": "$14.25", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "PAPERAGE Lined Journal Notebook, (Black), 160 Pages, Medium 5.6 inches x 8 inches - 100 GSM Thick Paper, Hardcover", "asin": "B07L4JCG7T", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Journaling Notebooks, Lined Spiral Journal Notebook for Women & Men, 146 Pages College Ruled Hardcover Note Book for Work, Note Taking, Journaling, School, Writing, A5(5.5''x8'')", "asin": "B0D8BHFTGB", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Blank Spiral Notebook, 2-Pack, Soft Cover, Sketch book, 100 Pages / 50 Sheets, 7.5 inch x 5.1 inch, 100GSM, (Black)", "asin": "B0BHH42JZ1", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"}, {"title": "Comix 6 Pack Lined Journal Notebooks for Work, 240 Pages, 5.5\"x8.3\", Black, Hardcover, A5 Medium College Ruled, Journaling Notebooks for Notes-taking, Fits for Office School Home", "asin": "B09V1254RZ", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-05T15:57:06.820Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:16:19.562Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T15:52:43.411Z\", \"action\": \"input\", \"action_argument\": \"notebooks for school\"}\n{\"timestamp\": \"2025-05-05T15:56:36.925Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:05.461Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:06.820Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\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\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T15:03:54.382Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"} {"timestamp": "2025-05-05T15:52:43.411Z", "action": "input", "action_argument": "notebooks for school"} {"timestamp": "2025-05-05T15:56:36.925Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-05-05T15:57:05.461Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-05-05T15:57:06.820Z", "action": "click", "action_argument": "filter"} <|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 final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-07T15:03:54.382Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-07T15:03:54.382Z
click
nav_bar
rule
2025-05-07T15:03:54.382Z
click
nav_bar
train
994
2025-05-07T15:03:54.382Z
click
nav_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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"} {"timestamp": "2025-05-05T15:52:43.411Z", "action": "input", "action_argument": "notebooks for school"} {"timestamp": "2025-05-05T15:56:36.925Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-05-05T15:57:05.461Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-05-05T15:57:06.820Z", "action": "click", "action_argument": "filter"} <|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 final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-07T15:03:54.382Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:16:19.562Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T15:52:43.411Z\", \"action\": \"input\", \"action_argument\": \"notebooks for school\"}\n{\"timestamp\": \"2025-05-05T15:56:36.925Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:05.461Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:06.820Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T15:03:54.382Z\", \"action\": \"click\", \"action_argument\": \"nav_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\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Fashion Dressy Casual Blouses\"},\n{\"price\": \"$19.99\"},\n{\"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"},\n{\"asin\": \"B0DSG2LCX2\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"XX-Small\"},\n{\"Color\": \"5288_navy Blue\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"TOLOVIC Wrinkle Free Womens Button Down Shirts for Women Long Sleeve Stretch Business Office Formal Work Blouses Tops Navy Blue\", \"asin\": \"B0D97TXFZB\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Zeagoo Button Down 3 4 Sleeve Shirts for Women Navy\", \"asin\": \"B0DYNLCGXY\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"YUCOLEN Womens Button Down Shirts Roll-up 3/4 Length Collared Dress Shirts Classic-fit Dressy Casual Business Work V Neck Chiffon Blouses Navy Tops Size Large\", \"asin\": \"B0D4QD8TVT\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Gleeivy Womens Button Down Dress Shirts Long Sleeve Button Up Collared Blouses Fitted Wrinkle Free Work Office Top Navy Blue Medium\", \"asin\": \"B0DSWJQMTY\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Button Down Shirts Cotton Dress Shirts Oxford Shirts Long Sleeve Work Blouses Collared Tops Tunics with Pocket-All Blue 2XL\", \"asin\": \"B0D95NN4GJ\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"hearain Navy Blue Collared Dress Shirts Women Womens Blouse Button Down Long Sleeve Blouses for Tops Fit Casual Work Business Navy Blue Size XL\", \"asin\": \"B0DCB2QB89\", \"price\": \"$14.98\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"TOLOVIC Wrinkle Free Womens Button Down Shirts for Women Long Sleeve Stretch Business Office Formal Work Blouses Tops Navy Blue\", \"asin\": \"B0D97TXFZB\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Zeagoo Navy Button Down Shirt Women Long Sleeve Tops\", \"asin\": \"B0DYNH6DR7\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Button Down Shirts Cotton Dress Shirts Oxford Shirts Long Sleeve Work Blouses Collared Tops Tunics with Pocket-All Blue 2XL\", \"asin\": \"B0D95NN4GJ\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Womens Button Down Casual Shirts Cotton Short Sleeve Blouses Solid Summer Tops with Pocket Army Green\", \"asin\": \"B0D4249YDS\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)\", \"asin\": \"B07PCJVF6D\", \"price\": \"$19.74\", \"quantity\": \"\"},\n{\"title\": \"hearain Navy Blue Collared Dress Shirts Women Womens Blouse Button Down Long Sleeve Blouses for Tops Fit Casual Work Business Navy Blue Size XL\", \"asin\": \"B0DCB2QB89\", \"price\": \"$14.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T15:08:01.893Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"} {"timestamp": "2025-05-05T15:52:43.411Z", "action": "input", "action_argument": "notebooks for school"} {"timestamp": "2025-05-05T15:56:36.925Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-05-05T15:57:05.461Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-05-05T15:57:06.820Z", "action": "click", "action_argument": "filter"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-07T15:03:54.382Z", "action": "click", "action_argument": "nav_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": ""}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Fashion Dressy Casual Blouses"}, {"price": "$19.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0DSG2LCX2"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "", "asin": "", "price": "$39.99", "quantity": ""}, {"title": "TOLOVIC Wrinkle Free Womens Button Down Shirts for Women Long Sleeve Stretch Business Office Formal Work Blouses Tops Navy Blue", "asin": "B0D97TXFZB", "price": "$17.99", "quantity": ""}, {"title": "Zeagoo Button Down 3 4 Sleeve Shirts for Women Navy", "asin": "B0DYNLCGXY", "price": "$19.97", "quantity": ""}, {"title": "YUCOLEN Womens Button Down Shirts Roll-up 3/4 Length Collared Dress Shirts Classic-fit Dressy Casual Business Work V Neck Chiffon Blouses Navy Tops Size Large", "asin": "B0D4QD8TVT", "price": "$19.98", "quantity": ""}, {"title": "Gleeivy Womens Button Down Dress Shirts Long Sleeve Button Up Collared Blouses Fitted Wrinkle Free Work Office Top Navy Blue Medium", "asin": "B0DSWJQMTY", "price": "$19.99", "quantity": ""}, {"title": "Womens Button Down Shirts Cotton Dress Shirts Oxford Shirts Long Sleeve Work Blouses Collared Tops Tunics with Pocket-All Blue 2XL", "asin": "B0D95NN4GJ", "price": "$31.99", "quantity": ""}, {"title": "hearain Navy Blue Collared Dress Shirts Women Womens Blouse Button Down Long Sleeve Blouses for Tops Fit Casual Work Business Navy Blue Size XL", "asin": "B0DCB2QB89", "price": "$14.98", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$28.99", "quantity": ""}, {"title": "TOLOVIC Wrinkle Free Womens Button Down Shirts for Women Long Sleeve Stretch Business Office Formal Work Blouses Tops Navy Blue", "asin": "B0D97TXFZB", "price": "$17.99", "quantity": ""}, {"title": "Zeagoo Navy Button Down Shirt Women Long Sleeve Tops", "asin": "B0DYNH6DR7", "price": "$19.97", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$28.99", "quantity": ""}, {"title": "Womens Button Down Shirts Cotton Dress Shirts Oxford Shirts Long Sleeve Work Blouses Collared Tops Tunics with Pocket-All Blue 2XL", "asin": "B0D95NN4GJ", "price": "$31.99", "quantity": ""}, {"title": "Womens Button Down Casual Shirts Cotton Short Sleeve Blouses Solid Summer Tops with Pocket Army Green", "asin": "B0D4249YDS", "price": "$16.99", "quantity": ""}, {"title": "Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)", "asin": "B07PCJVF6D", "price": "$19.74", "quantity": ""}, {"title": "hearain Navy Blue Collared Dress Shirts Women Womens Blouse Button Down Long Sleeve Blouses for Tops Fit Casual Work Business Navy Blue Size XL", "asin": "B0DCB2QB89", "price": "$14.98", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-07T15:08:01.893Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-07T15:08:01.893Z
click
review
rule
2025-05-07T15:08:01.893Z
click
review
train
995
2025-05-07T15:08:01.893Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"} {"timestamp": "2025-05-05T15:52:43.411Z", "action": "input", "action_argument": "notebooks for school"} {"timestamp": "2025-05-05T15:56:36.925Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-05-05T15:57:05.461Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-05-05T15:57:06.820Z", "action": "click", "action_argument": "filter"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-07T15:03:54.382Z", "action": "click", "action_argument": "nav_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": ""}], "product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Fashion Dressy Casual Blouses"}, {"price": "$19.99"}, {"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."}, {"asin": "B0DSG2LCX2"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}], "promotion_items": [{"title": "", "asin": "", "price": "$39.99", "quantity": ""}, {"title": "TOLOVIC Wrinkle Free Womens Button Down Shirts for Women Long Sleeve Stretch Business Office Formal Work Blouses Tops Navy Blue", "asin": "B0D97TXFZB", "price": "$17.99", "quantity": ""}, {"title": "Zeagoo Button Down 3 4 Sleeve Shirts for Women Navy", "asin": "B0DYNLCGXY", "price": "$19.97", "quantity": ""}, {"title": "YUCOLEN Womens Button Down Shirts Roll-up 3/4 Length Collared Dress Shirts Classic-fit Dressy Casual Business Work V Neck Chiffon Blouses Navy Tops Size Large", "asin": "B0D4QD8TVT", "price": "$19.98", "quantity": ""}, {"title": "Gleeivy Womens Button Down Dress Shirts Long Sleeve Button Up Collared Blouses Fitted Wrinkle Free Work Office Top Navy Blue Medium", "asin": "B0DSWJQMTY", "price": "$19.99", "quantity": ""}, {"title": "Womens Button Down Shirts Cotton Dress Shirts Oxford Shirts Long Sleeve Work Blouses Collared Tops Tunics with Pocket-All Blue 2XL", "asin": "B0D95NN4GJ", "price": "$31.99", "quantity": ""}, {"title": "hearain Navy Blue Collared Dress Shirts Women Womens Blouse Button Down Long Sleeve Blouses for Tops Fit Casual Work Business Navy Blue Size XL", "asin": "B0DCB2QB89", "price": "$14.98", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$28.99", "quantity": ""}, {"title": "TOLOVIC Wrinkle Free Womens Button Down Shirts for Women Long Sleeve Stretch Business Office Formal Work Blouses Tops Navy Blue", "asin": "B0D97TXFZB", "price": "$17.99", "quantity": ""}, {"title": "Zeagoo Navy Button Down Shirt Women Long Sleeve Tops", "asin": "B0DYNH6DR7", "price": "$19.97", "quantity": ""}, {"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$28.99", "quantity": ""}, {"title": "Womens Button Down Shirts Cotton Dress Shirts Oxford Shirts Long Sleeve Work Blouses Collared Tops Tunics with Pocket-All Blue 2XL", "asin": "B0D95NN4GJ", "price": "$31.99", "quantity": ""}, {"title": "Womens Button Down Casual Shirts Cotton Short Sleeve Blouses Solid Summer Tops with Pocket Army Green", "asin": "B0D4249YDS", "price": "$16.99", "quantity": ""}, {"title": "Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)", "asin": "B07PCJVF6D", "price": "$19.74", "quantity": ""}, {"title": "hearain Navy Blue Collared Dress Shirts Women Womens Blouse Button Down Long Sleeve Blouses for Tops Fit Casual Work Business Navy Blue Size XL", "asin": "B0DCB2QB89", "price": "$14.98", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-07T15:08:01.893Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:16:19.562Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T15:52:43.411Z\", \"action\": \"input\", \"action_argument\": \"notebooks for school\"}\n{\"timestamp\": \"2025-05-05T15:56:36.925Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:05.461Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:06.820Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T15:03:54.382Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T15:08:01.893Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL\"},\n{\"price\": \"$16.99\"},\n{\"bullet_list\": \"Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size\"},\n{\"asin\": \"B0BZDKCQQ2\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Deep Pink\"},\n{\"Size\": \"Small\"}],\n\"promotion_items\": [{\"title\": \"Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL\", \"asin\": \"B0DP3ZQZHY\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women\", \"asin\": \"B0DDWKJR4G\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric\", \"asin\": \"B0DL5RQ26V\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Veatzaer Women's Solid Lapel Sleeveless Tank Tops Button Down Shirts Office Ladies Shirts Apricot\", \"asin\": \"B09TSDYKNQ\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Vrtige Women's Casual Notch V Neck Pleated Sleeveless Summer Blouses Shirt Tank Tops White Medium\", \"asin\": \"B0CY2M4W1S\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops\", \"asin\": \"B0CRDHDM8G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Gleeivy Womens Sleeveless Button Down Shirts Collared Blouse V Neck Work Tank Top Business Office Summer Outfits 2025 Army Green XL\", \"asin\": \"B0DSWH7PD1\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL\", \"asin\": \"B0DP3ZQZHY\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric\", \"asin\": \"B0DL5RQ26V\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"AXUIOKRY Sleeveless Button Down Shirts for Women Cotton Linen Tank Tops Casual Ladies Blouses Pink L\", \"asin\": \"B0DLS9TPV9\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops\", \"asin\": \"B0CRDHDM8G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women\", \"asin\": \"B0DDWKJR4G\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Navy Blue\", \"asin\": \"B0BP1JD9KH\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Saodimallsu Womens Ribbed Tank Tops Loose Fit V Neck Sleeveless Henley Shirts Casual Button Up Cami Knit Tees Wine Red\", \"asin\": \"B08N4TFVMW\", \"price\": \"$16.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T15:11:14.339Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"} {"timestamp": "2025-05-05T15:52:43.411Z", "action": "input", "action_argument": "notebooks for school"} {"timestamp": "2025-05-05T15:56:36.925Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-05-05T15:57:05.461Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-05-05T15:57:06.820Z", "action": "click", "action_argument": "filter"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-07T15:03:54.382Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-07T15:08:01.893Z", "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": ""}], "product_details": [{"title": "Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL"}, {"price": "$16.99"}, {"bullet_list": "Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size"}, {"asin": "B0BZDKCQQ2"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Deep Pink"}, {"Size": "Small"}], "promotion_items": [{"title": "Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL", "asin": "B0DP3ZQZHY", "price": "$16.99", "quantity": ""}, {"title": "Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women", "asin": "B0DDWKJR4G", "price": "$17.99", "quantity": ""}, {"title": "HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric", "asin": "B0DL5RQ26V", "price": "$19.97", "quantity": ""}, {"title": "Veatzaer Women's Solid Lapel Sleeveless Tank Tops Button Down Shirts Office Ladies Shirts Apricot", "asin": "B09TSDYKNQ", "price": "$14.99", "quantity": ""}, {"title": "Vrtige Women's Casual Notch V Neck Pleated Sleeveless Summer Blouses Shirt Tank Tops White Medium", "asin": "B0CY2M4W1S", "price": "$9.99", "quantity": ""}, {"title": "Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops", "asin": "B0CRDHDM8G", "price": "$19.99", "quantity": ""}, {"title": "Gleeivy Womens Sleeveless Button Down Shirts Collared Blouse V Neck Work Tank Top Business Office Summer Outfits 2025 Army Green XL", "asin": "B0DSWH7PD1", "price": "$19.99", "quantity": ""}, {"title": "Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL", "asin": "B0DP3ZQZHY", "price": "$16.99", "quantity": ""}, {"title": "HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric", "asin": "B0DL5RQ26V", "price": "$19.97", "quantity": ""}, {"title": "AXUIOKRY Sleeveless Button Down Shirts for Women Cotton Linen Tank Tops Casual Ladies Blouses Pink L", "asin": "B0DLS9TPV9", "price": "$22.99", "quantity": ""}, {"title": "Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops", "asin": "B0CRDHDM8G", "price": "$19.99", "quantity": ""}, {"title": "Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women", "asin": "B0DDWKJR4G", "price": "$17.99", "quantity": ""}, {"title": "Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Navy Blue", "asin": "B0BP1JD9KH", "price": "$17.99", "quantity": ""}, {"title": "Saodimallsu Womens Ribbed Tank Tops Loose Fit V Neck Sleeveless Henley Shirts Casual Button Up Cami Knit Tees Wine Red", "asin": "B08N4TFVMW", "price": "$16.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-07T15:11:14.339Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-07T15:11:14.339Z
click
product_option
rule
2025-05-07T15:11:14.339Z
click
product_option
train
996
2025-05-07T15:11:14.339Z
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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"} {"timestamp": "2025-05-05T15:52:43.411Z", "action": "input", "action_argument": "notebooks for school"} {"timestamp": "2025-05-05T15:56:36.925Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-05-05T15:57:05.461Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-05-05T15:57:06.820Z", "action": "click", "action_argument": "filter"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-07T15:03:54.382Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-07T15:08:01.893Z", "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": ""}], "product_details": [{"title": "Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL"}, {"price": "$16.99"}, {"bullet_list": "Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size"}, {"asin": "B0BZDKCQQ2"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Deep Pink"}, {"Size": "Small"}], "promotion_items": [{"title": "Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL", "asin": "B0DP3ZQZHY", "price": "$16.99", "quantity": ""}, {"title": "Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women", "asin": "B0DDWKJR4G", "price": "$17.99", "quantity": ""}, {"title": "HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric", "asin": "B0DL5RQ26V", "price": "$19.97", "quantity": ""}, {"title": "Veatzaer Women's Solid Lapel Sleeveless Tank Tops Button Down Shirts Office Ladies Shirts Apricot", "asin": "B09TSDYKNQ", "price": "$14.99", "quantity": ""}, {"title": "Vrtige Women's Casual Notch V Neck Pleated Sleeveless Summer Blouses Shirt Tank Tops White Medium", "asin": "B0CY2M4W1S", "price": "$9.99", "quantity": ""}, {"title": "Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops", "asin": "B0CRDHDM8G", "price": "$19.99", "quantity": ""}, {"title": "Gleeivy Womens Sleeveless Button Down Shirts Collared Blouse V Neck Work Tank Top Business Office Summer Outfits 2025 Army Green XL", "asin": "B0DSWH7PD1", "price": "$19.99", "quantity": ""}, {"title": "Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL", "asin": "B0DP3ZQZHY", "price": "$16.99", "quantity": ""}, {"title": "HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric", "asin": "B0DL5RQ26V", "price": "$19.97", "quantity": ""}, {"title": "AXUIOKRY Sleeveless Button Down Shirts for Women Cotton Linen Tank Tops Casual Ladies Blouses Pink L", "asin": "B0DLS9TPV9", "price": "$22.99", "quantity": ""}, {"title": "Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops", "asin": "B0CRDHDM8G", "price": "$19.99", "quantity": ""}, {"title": "Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women", "asin": "B0DDWKJR4G", "price": "$17.99", "quantity": ""}, {"title": "Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Navy Blue", "asin": "B0BP1JD9KH", "price": "$17.99", "quantity": ""}, {"title": "Saodimallsu Womens Ribbed Tank Tops Loose Fit V Neck Sleeveless Henley Shirts Casual Button Up Cami Knit Tees Wine Red", "asin": "B08N4TFVMW", "price": "$16.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-07T15:11:14.339Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:16:19.562Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T15:52:43.411Z\", \"action\": \"input\", \"action_argument\": \"notebooks for school\"}\n{\"timestamp\": \"2025-05-05T15:56:36.925Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:05.461Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:06.820Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T15:03:54.382Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T15:08:01.893Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-07T15:11:14.339Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL\"},\n{\"price\": \"$16.99\"},\n{\"bullet_list\": \"Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size\"},\n{\"asin\": \"B0BZDKCQQ2\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Deep Pink\"},\n{\"Size\": \"Small\"}],\n\"promotion_items\": [{\"title\": \"Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL\", \"asin\": \"B0DP3ZQZHY\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women\", \"asin\": \"B0DDWKJR4G\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric\", \"asin\": \"B0DL5RQ26V\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Veatzaer Women's Solid Lapel Sleeveless Tank Tops Button Down Shirts Office Ladies Shirts Apricot\", \"asin\": \"B09TSDYKNQ\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Vrtige Women's Casual Notch V Neck Pleated Sleeveless Summer Blouses Shirt Tank Tops White Medium\", \"asin\": \"B0CY2M4W1S\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops\", \"asin\": \"B0CRDHDM8G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Gleeivy Womens Sleeveless Button Down Shirts Collared Blouse V Neck Work Tank Top Business Office Summer Outfits 2025 Army Green XL\", \"asin\": \"B0DSWH7PD1\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL\", \"asin\": \"B0DP3ZQZHY\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric\", \"asin\": \"B0DL5RQ26V\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"AXUIOKRY Sleeveless Button Down Shirts for Women Cotton Linen Tank Tops Casual Ladies Blouses Pink L\", \"asin\": \"B0DLS9TPV9\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops\", \"asin\": \"B0CRDHDM8G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women\", \"asin\": \"B0DDWKJR4G\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Navy Blue\", \"asin\": \"B0BP1JD9KH\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Saodimallsu Womens Ribbed Tank Tops Loose Fit V Neck Sleeveless Henley Shirts Casual Button Up Cami Knit Tees Wine Red\", \"asin\": \"B08N4TFVMW\", \"price\": \"$16.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T15:11:17.623Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"} {"timestamp": "2025-05-05T15:52:43.411Z", "action": "input", "action_argument": "notebooks for school"} {"timestamp": "2025-05-05T15:56:36.925Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-05-05T15:57:05.461Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-05-05T15:57:06.820Z", "action": "click", "action_argument": "filter"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-07T15:03:54.382Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-07T15:08:01.893Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-07T15:11:14.339Z", "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": ""}], "product_details": [{"title": "Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL"}, {"price": "$16.99"}, {"bullet_list": "Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size"}, {"asin": "B0BZDKCQQ2"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Deep Pink"}, {"Size": "Small"}], "promotion_items": [{"title": "Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL", "asin": "B0DP3ZQZHY", "price": "$16.99", "quantity": ""}, {"title": "Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women", "asin": "B0DDWKJR4G", "price": "$17.99", "quantity": ""}, {"title": "HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric", "asin": "B0DL5RQ26V", "price": "$19.97", "quantity": ""}, {"title": "Veatzaer Women's Solid Lapel Sleeveless Tank Tops Button Down Shirts Office Ladies Shirts Apricot", "asin": "B09TSDYKNQ", "price": "$14.99", "quantity": ""}, {"title": "Vrtige Women's Casual Notch V Neck Pleated Sleeveless Summer Blouses Shirt Tank Tops White Medium", "asin": "B0CY2M4W1S", "price": "$9.99", "quantity": ""}, {"title": "Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops", "asin": "B0CRDHDM8G", "price": "$19.99", "quantity": ""}, {"title": "Gleeivy Womens Sleeveless Button Down Shirts Collared Blouse V Neck Work Tank Top Business Office Summer Outfits 2025 Army Green XL", "asin": "B0DSWH7PD1", "price": "$19.99", "quantity": ""}, {"title": "Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL", "asin": "B0DP3ZQZHY", "price": "$16.99", "quantity": ""}, {"title": "HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric", "asin": "B0DL5RQ26V", "price": "$19.97", "quantity": ""}, {"title": "AXUIOKRY Sleeveless Button Down Shirts for Women Cotton Linen Tank Tops Casual Ladies Blouses Pink L", "asin": "B0DLS9TPV9", "price": "$22.99", "quantity": ""}, {"title": "Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops", "asin": "B0CRDHDM8G", "price": "$19.99", "quantity": ""}, {"title": "Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women", "asin": "B0DDWKJR4G", "price": "$17.99", "quantity": ""}, {"title": "Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Navy Blue", "asin": "B0BP1JD9KH", "price": "$17.99", "quantity": ""}, {"title": "Saodimallsu Womens Ribbed Tank Tops Loose Fit V Neck Sleeveless Henley Shirts Casual Button Up Cami Knit Tees Wine Red", "asin": "B08N4TFVMW", "price": "$16.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-07T15:11:17.623Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-05-07T15:11:17.623Z
purchase
B0BZDKCQQ2
rule
2025-05-07T15:11:17.623Z
purchase
B0BZDKCQQ2
train
997
2025-05-07T15:11:17.623Z
purchase
B0BZDKCQQ2
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"} {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"} {"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"} {"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"} {"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"} {"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"} {"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"} {"timestamp": "2025-05-05T15:52:43.411Z", "action": "input", "action_argument": "notebooks for school"} {"timestamp": "2025-05-05T15:56:36.925Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-05-05T15:57:05.461Z", "action": "click", "action_argument": "filter"} {"timestamp": "2025-05-05T15:57:06.820Z", "action": "click", "action_argument": "filter"} <|memory_end|> <|action_start|> {"timestamp": "2025-05-07T15:03:54.382Z", "action": "click", "action_argument": "nav_bar"} {"timestamp": "2025-05-07T15:08:01.893Z", "action": "click", "action_argument": "review"} {"timestamp": "2025-05-07T15:11:14.339Z", "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": ""}], "product_details": [{"title": "Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL"}, {"price": "$16.99"}, {"bullet_list": "Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size"}, {"asin": "B0BZDKCQQ2"}], "product_quantity": [{"quantity": "1"}], "product_options": [{"Color": "Deep Pink"}, {"Size": "Small"}], "promotion_items": [{"title": "Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL", "asin": "B0DP3ZQZHY", "price": "$16.99", "quantity": ""}, {"title": "Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women", "asin": "B0DDWKJR4G", "price": "$17.99", "quantity": ""}, {"title": "HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric", "asin": "B0DL5RQ26V", "price": "$19.97", "quantity": ""}, {"title": "Veatzaer Women's Solid Lapel Sleeveless Tank Tops Button Down Shirts Office Ladies Shirts Apricot", "asin": "B09TSDYKNQ", "price": "$14.99", "quantity": ""}, {"title": "Vrtige Women's Casual Notch V Neck Pleated Sleeveless Summer Blouses Shirt Tank Tops White Medium", "asin": "B0CY2M4W1S", "price": "$9.99", "quantity": ""}, {"title": "Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops", "asin": "B0CRDHDM8G", "price": "$19.99", "quantity": ""}, {"title": "Gleeivy Womens Sleeveless Button Down Shirts Collared Blouse V Neck Work Tank Top Business Office Summer Outfits 2025 Army Green XL", "asin": "B0DSWH7PD1", "price": "$19.99", "quantity": ""}, {"title": "Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL", "asin": "B0DP3ZQZHY", "price": "$16.99", "quantity": ""}, {"title": "HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric", "asin": "B0DL5RQ26V", "price": "$19.97", "quantity": ""}, {"title": "AXUIOKRY Sleeveless Button Down Shirts for Women Cotton Linen Tank Tops Casual Ladies Blouses Pink L", "asin": "B0DLS9TPV9", "price": "$22.99", "quantity": ""}, {"title": "Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops", "asin": "B0CRDHDM8G", "price": "$19.99", "quantity": ""}, {"title": "Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women", "asin": "B0DDWKJR4G", "price": "$17.99", "quantity": ""}, {"title": "Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Navy Blue", "asin": "B0BP1JD9KH", "price": "$17.99", "quantity": ""}, {"title": "Saodimallsu Womens Ribbed Tank Tops Loose Fit V Neck Sleeveless Henley Shirts Casual Button Up Cami Knit Tees Wine Red", "asin": "B08N4TFVMW", "price": "$16.99", "quantity": ""}] <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-05-07T15:11:17.623Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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<|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\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-17T01:23:12.753Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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|> <|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 final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-17T01:23:12.753Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-04-17T01:23:12.753Z
click
nav_bar
rule
2025-04-17T01:23:12.753Z
click
nav_bar
train
998
2025-04-17T01:23:12.753Z
click
nav_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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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|> <|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 final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-17T01:23:12.753Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_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<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-17T01:23:48.261Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n", "role": "user" } ]
Action_Argument_Prediction
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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|> <|memory_end|> <|action_start|> {"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_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. <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-17T01:23:48.261Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>
2025-04-17T01:23:48.261Z
input
ice
rule
2025-04-17T01:23:48.261Z
input
ice
train
999
2025-04-17T01:23:48.261Z
input
ice
<|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 UI interface button or clickable element on the Amazon website. Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument. { "timestamp": "timestamp", "action": "click", "action_argument": "clickable_name", } 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|> <|memory_end|> <|action_start|> {"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_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. <|observation_end|> # Output Format Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer): "<answer> { "timestamp": "2025-04-17T01:23:48.261Z", // the timestamp when this action occurs. "action": "string", // select one plausible action from: input, click_product, purchase, or click. "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name. } </answer>" <|im_end|> <|im_start|>assistant <think>